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Hauptman N, Pižem J, Jevšinek Skok D. AmiCa: Atlas of miRNA-gene correlations in cancer. Comput Struct Biotechnol J 2024; 23:2277-2288. [PMID: 38840833 PMCID: PMC11152612 DOI: 10.1016/j.csbj.2024.05.030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Revised: 05/10/2024] [Accepted: 05/16/2024] [Indexed: 06/07/2024] Open
Abstract
The increasing availability of RNA sequencing data has opened up numerous opportunities to analyze various RNA interactions, including microRNA-target interactions (MTIs). In response to the necessity for a specialized tool to study MTIs in cancer and normal tissues, we developed AmiCa (https://amica.omics.si/), a web server designed for comprehensive analysis of mature microRNA (miRNA) and gene expression in 32 cancer types. Data from 9498 tumor samples and 626 normal samples from The Cancer Genome Atlas were obtained through the Genomic Data Commons and used to calculate differential expression and miRNA-target gene (MTI) correlations. AmiCa provides data on differential expression of miRNAs/genes for cancers for which normal tissue samples were available. In addition, the server calculates and presents correlations separately for tumor and normal samples for cancers for which normal samples are available. Furthermore, it enables the exploration of miRNA/gene expression in all cancer types with different miRNA/gene expression. In addition, AmiCa includes a ranking system for genes and miRNAs that can be used to identify those that are particularly highly expressed in certain cancers compared to other cancers, facilitating targeted and cancer-specific research. Finally, the functionality of AmiCa is illustrated by two case studies.
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Affiliation(s)
- Nina Hauptman
- Institute of Pathology, Faculty of Medicine, University of Ljubljana, Slovenia
| | - Jože Pižem
- Institute of Pathology, Faculty of Medicine, University of Ljubljana, Slovenia
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Yuan L, Zhou D, Li W, Guan J, Li J, Xu B. TFAP2C Activates CST1 Transcription to Facilitate Breast Cancer Progression and Suppress Ferroptosis. Biochem Genet 2024; 62:3858-3875. [PMID: 38243003 DOI: 10.1007/s10528-023-10660-x] [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: 08/08/2023] [Accepted: 12/30/2023] [Indexed: 01/21/2024]
Abstract
Cystatin SN (CST1) appears to have pro-tumor effects in breast cancer (BC) and is involved in ferroptosis; however, there is no report on the regulation of ferroptosis by CST1 for BC development. The purpose of this study is to investigate the functions and mechanisms operated by CST1 in BC development and ferroptosis. Transcription Factor Activator Protein 2γ (TFAP2C) and CST1 levels in BC tissues and estrogen receptor (ER)+ cells were quantified by RT-qPCR and western blotting. After knocking down TFAP2C and CST1 expression in MCF7 and T47D cells, the proliferation, colony formation ability, apoptosis, and cell cycle were assessed. Ferroptosis was verified by detecting glutathione peroxidase 4 (GPX4) and 4-hydroxy-2-nonenal (4HNE) levels. The kits were used to test Fe2+, reactive oxygen species, malondialdehyde, and glutathione levels, and ultrastructure of mitochondria was observed through transmission electron microscope. Dual-luciferase reporter assay and chromatin immunoprecipitation test were carried out to investigate the interaction of TFAP2C and CST1. A transplanted tumor model was established to explore the function of TFAP2C in tumorigenesis by quantifying TFAP2C, CST1, Ki67, and GPX4 levels through western blotting and immunochemistry after silencing TFAP2C. TFAP2C and CST1 were predominantly expressed in BC cells. Silencing of TFAP2C or CST1 expression suppressed ER+ BC cell proliferation, promoted apoptosis and ferroptosis, and blocked cell cycle transition from G1 phase to S phase. TFAP2C knockdown in transplanted tumors inhibited tumor growth and GPX4 level. Upregulating CST1 nullified the anti-tumor effects of TFAP2C knockdown and TFAP2C promoted CST1 expression through transcription activation. TFAP2C activates CST1 transcription to facilitate BC development and block ferroptosis.
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Affiliation(s)
- Lin Yuan
- Department of General Surgery, the First Affiliated Hospital of Jinan University, No. 613 West Whampoa Avenue, Guangzhou, Guangdong, 510630, P.R. China
- Department of Breast, Jiangmen Central Hospital, Jiangmen, Guangdong, 529030, P.R. China
| | - Di Zhou
- Department of Health Examination, Jiangmen Central Hospital, Jiangmen, Guangdong, 529030, P.R. China
| | - Weiwen Li
- Department of Breast, Jiangmen Central Hospital, Jiangmen, Guangdong, 529030, P.R. China
| | - Jianhua Guan
- Department of Breast, Jiangmen Central Hospital, Jiangmen, Guangdong, 529030, P.R. China
| | - Junda Li
- Department of Breast, Jiangmen Central Hospital, Jiangmen, Guangdong, 529030, P.R. China
| | - Bo Xu
- Department of General Surgery, the First Affiliated Hospital of Jinan University, No. 613 West Whampoa Avenue, Guangzhou, Guangdong, 510630, P.R. China.
- Departments of General Surgery and Thyroid Surgery, Guangzhou First People's Hospital, School of Medicine, South China University of Technology, Guangzhou, Guangdong, 510180, P.R. China.
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Zhang L, Chen X, Wang J, Chen M, Chen J, Zhuang W, Xia Y, Huang Z, Zheng Y, Huang Y. Cysteine protease inhibitor 1 promotes metastasis by mediating an oxidative phosphorylation/MEK/ERK axis in esophageal squamous carcinoma cancer. Sci Rep 2024; 14:4985. [PMID: 38424293 PMCID: PMC10904862 DOI: 10.1038/s41598-024-55544-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Accepted: 02/24/2024] [Indexed: 03/02/2024] Open
Abstract
Cysteine protease inhibitor 1 (CST1) is a cystatin superfamily protein that inhibits cysteine protease activity and is reported to be involved in the development of many malignancies. Mitochondrial oxidative phosphorylation (OXPHOS) also plays an important role in cancer cell growth regulation. However, the relationship and roles of CST1 and OXPHOS in esophageal squamous cell carcinoma (ESCC) remains unclear. In our pilot study, CST1 was shown the potential of promoting ESCC migration and invasion by the activation of MEK/ERK pathway. Transcriptome sequencing analysis revealed that CST1 is closely associated with OXPHOS. Based on a real-time ATP rate assay, mitochondrial complex I enzyme activity assay, immunofluorescence, co-immunoprecipitation, and addition of the OXPHOS inhibitor Rotenone and MEK/ERK inhibitor PD98059, we determined that CST1 affects mitochondrial complex I enzyme activity by interacting with the GRIM19 protein to elevate OXPHOS levels, and a reciprocal regulatory relationship exists between OXPHOS and the MEK/ERK pathway in ESCC cells. Finally, an in vivo study demonstrated the potential of CST1 in ESCC metastasis through regulation of the OXPHOS and MEK/ERK pathways. This study is the first to reveal the oncogenic role of CST1 in ESCC development by enhancing mitochondrial respiratory chain complex I activity to activate the OXPHOS/MEK/ERK axis, and then promote ESCC metastasis, suggesting that CST1/OXPHOS is a promising target for ESCC treatment.
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Affiliation(s)
- Liangming Zhang
- Shengli Clinical Medical College, Fujian Medical University, No.134 East Street, Fuzhou, 350001, Fujian Province, China
- Department of Clinical Laboratory, Fujian Provincial Hospital South Branch, Fuzhou, 350008, Fujian, China
| | - Xiongfeng Chen
- Shengli Clinical Medical College, Fujian Medical University, No.134 East Street, Fuzhou, 350001, Fujian Province, China
- Department of Scientific Research, Fujian Provincial Hospital, Fuzhou, 350001, Fujian, China
| | - Jianwei Wang
- Shengli Clinical Medical College, Fujian Medical University, No.134 East Street, Fuzhou, 350001, Fujian Province, China
- Department of Clinical Laboratory, Fujian Provincial Hospital South Branch, Fuzhou, 350008, Fujian, China
| | - Meihong Chen
- Shengli Clinical Medical College, Fujian Medical University, No.134 East Street, Fuzhou, 350001, Fujian Province, China
- Department of Clinical Laboratory, Fujian Provincial Hospital South Branch, Fuzhou, 350008, Fujian, China
| | - Juan Chen
- Shengli Clinical Medical College, Fujian Medical University, No.134 East Street, Fuzhou, 350001, Fujian Province, China
- Clinical Laboratory Department of Fuding Hospital, Fujian University of Traditional Chinese Medicine, Fuding, 355200, Fujian, China
| | - Wanzhen Zhuang
- Shengli Clinical Medical College, Fujian Medical University, No.134 East Street, Fuzhou, 350001, Fujian Province, China
- Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, 350001, Fujian, China
| | - Yu Xia
- Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, 350001, Fujian, China
- Integrated Chinese and Western Medicine College, Fujian University of Traditional Chinese Medicine, Fuzhou, 350000, Fujian, China
| | - Zhixin Huang
- Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, 350001, Fujian, China
- Integrated Chinese and Western Medicine College, Fujian University of Traditional Chinese Medicine, Fuzhou, 350000, Fujian, China
| | - Yue Zheng
- Shengli Clinical Medical College, Fujian Medical University, No.134 East Street, Fuzhou, 350001, Fujian Province, China
- Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, 350001, Fujian, China
| | - Yi Huang
- Shengli Clinical Medical College, Fujian Medical University, No.134 East Street, Fuzhou, 350001, Fujian Province, China.
- Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, 350001, Fujian, China.
- Central Laboratory, Center for Experimental Research in Clinical Medicine, Fujian Provincial Hospital, Fuzhou, 350001, Fujian, China.
- Fujian Provincial Key Laboratory of Critical Care Medicine, Fujian Provincial Key Laboratory of Cardiovascular Disease, Fuzhou, 350001, Fujian, China.
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Thimoteo RRC, Neto PN, Costa DSS, da Mota Ramalho Costa F, Brito DC, Costa PRR, de Almeida Simão T, Dias AG, Justo G. Microarray data analysis of antileukemic action of Cinnamoylated benzaldehyde LQB-461 in Jurkat cell line. Mol Biol Rep 2024; 51:187. [PMID: 38270684 DOI: 10.1007/s11033-023-09030-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Accepted: 11/28/2023] [Indexed: 01/26/2024]
Abstract
BACKGROUND Leukemias stand out for being the main type of childhood cancer in the world. Current treatments have strong side effects for patients, and there is still a high rate of development of resistance to multidrug therapy. Previously, our research group developed a structure-activity study with novel synthetic molecules analogous to LQB-278, described as an essential molecule with in vitro antileukemic action. Among these analogs, LQB-461 stood out, presenting more significant antileukemic action compared to its derivative LQB-278, with cytostatic and cytotoxicity effect by apoptosis, inducing caspase-3, and increased sub-G1 phase on cell cycle analysis. METHODS AND RESULTS Deepening the study of the mechanism of action of LQB-461 in Jurkat cells in vitro, a microarray assay was carried out, which confirmed the importance of the apoptosis pathway in the LQB-461 activity. Through real-time PCR, we validated an increased expression of CDKN1A and BAX genes, essential mediators of the apoptosis intrinsic pathway. Through the extrinsic apoptosis pathway, we found an increased expression of the Fas receptor by flow cytometry, showing the presence of a more sensitive population and another more resistant to death. Considering the importance of autophagy in cellular resistance, it was demonstrated by western blotting that LQB-461 decreased LC-3 protein expression, an autophagic marker. CONCLUSIONS These results suggest that this synthetic molecule LQB-461 induces cell death by apoptosis in Jurkat cells through intrinsic and extrinsic pathways and inhibits autophagy, overcoming some mechanisms of cell resistance related to this process, which differentiates LQB-461 of other drugs used for the leukemia treatment.
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Affiliation(s)
| | | | - Debora S S Costa
- Instituto de Pesquisas Biomédicas - HNMD Marinha do Brazil, Rio de Janeiro, RJ, Brazil
| | | | | | - Paulo R R Costa
- Laboratório de Química Bioorgânica, UFRJ, Rio de Janeiro, RJ, Brazil
| | | | - Ayres G Dias
- Departamento de Química Orgânica, UERJ, Rio de Janeiro, RJ, Brazil
| | - Graça Justo
- Departamento de Bioquímica, UERJ, Rio de Janeiro, RJ, Brazil.
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Zhu Y, Luo J, Yang Y. Integrated Bioinformatics Analysis to Identify a Novel Four-Gene Prognostic Model of Breast Cancer and Reveal Its Association with Immune Infiltration. Crit Rev Immunol 2024; 44:1-14. [PMID: 38305332 DOI: 10.1615/critrevimmunol.2023050829] [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: 02/03/2024]
Abstract
Liquid-liquid phase separation (LLPS) impact immune signaling in cancer and related genes have shown prognostic value in breast cancer (BRCA). However, the crosstalk between LLPS and immune infiltration in BRCA remain unclear. Therefore, we aimed to develop a novel prognostic model of BRCA related to LLPS and immune infiltration. BRCA-related, liquid-liquid phase separation (LLPS)-related genes, and differentially expressed genes (DEGs) were identified using public databases. Mutation and drug sensitivity analyses were performed using Gene Set Cancer Analysis database. Univariate cox regression and LASSO Cox regression were used for the construction and verification of prognostic model. Kaplan-Meier analysis was performed to evaluate overall survival (OS). Gene set variation analysis was conducted to analyze key pathways. CIBERSORT was used to assess immune infiltration and its correlation with prognostic genes was determined through Pearson analysis. A total of 6056 BRCA-associated genes, 3775 LLPS-associated genes, and 4049 DEGs, resulting in 314 overlapping genes. Twenty-eight prognostic genes were screened, and some of them were mutational and related to drug sensitivity Subsequently, a prognostic model comprising L1CAM, EVL, FABP7, and CST1 was built. Patients in high-risk group had shorter OS than those in low-risk group. The infiltrating levels of CD8+ T cells, macrophages M0, macrophages M2, dendritic cells activated, and mast cells resting was altered in high-risk group of breast cancer patients compared to low-risk group. L1CAM, EVL, FABP7, and CST1 were related to these infiltrating immune cells. L1CAM, EVL, FABP7, and CST1 were potential diagnostic biomarkers and therapeutic targets for BRCA.
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Affiliation(s)
- Yunhua Zhu
- Department of Thyroid Mammary Surgery, Linping Campus, The Second Affiliated Hospital of Zhejiang University School of Medicine, Hangzhou 311100, China
| | - Junjie Luo
- Department of Thyroid Mammary Surgery, Linping Campus, The Second Affiliated Hospital of Zhejiang University School of Medicine, Hangzhou 311100, China
| | - Yifei Yang
- Department of Thyroid Mammary Surgery, Linping Campus, The Second Affiliated Hospital of Zhejiang University School of Medicine, Hangzhou 311100, China
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Zhong W, Liu Y, Zhang L, Zhuang W, Chen J, Huang Z, Zheng Y, Huang Y. Combination of serum CST1 and HE4 for early diagnosis of endometrial cancer. PeerJ 2023; 11:e16424. [PMID: 38077439 PMCID: PMC10704982 DOI: 10.7717/peerj.16424] [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: 07/26/2023] [Accepted: 10/18/2023] [Indexed: 12/18/2023] Open
Abstract
Purpose Optimal serological biomarkers have been absent for the early diagnosis of endometrial cancer, to date. In this study, we aimed to define the diagnostic performances of individual and combined detection of serum cysteine protease inhibitor 1 (CST1) with traditional tumor markers, including glycated antigen 125 (CA125) and human epididymis protein 4 (HE4), in patients with early-stage endometrial cancer (EC). Methods The performances of individual and combined detection of serum CST1, HE4, and CA125 were evaluated by enzyme-linked immunosorbent assay (ELISA) and chemiluminescent immunoassay, respectively. A training data set of 67 patients with early EC, 67 patients with endometrial benign lesion (EBL), and 67 healthy controls (HC) was used to develop a predictive model for early EC diagnosis, which was validated by an independent validation data set. Results In the training data set, serum CST1 and HE4 levels in the early EC group were significantly higher than in EBL/HC groups (P < 0.05), while there was no significant difference of serum CA125 level between the early EC and EBL/HC groups (P > 0.05). Serum CST1 and HE4 exhibited areas under the curve (AUC) of 0.715 with 31.3% sensitivity at 90.3% specificity, and 0.706 with 23.9% sensitivity at 95.5% specificity, respectively. Combined detection of serum CST1 and HE4 exhibited an AUC of 0.788 with 49.3% sensitivity at 92.5% specificity. The combination of serum CST1 and HE4 showed promise in diagnosis. Conclusion CST1 is a prospective serological biomarker for early EC diagnosis, and the combination of CST1 and HE4 contributes to the further improvement in the diagnosis of patients with early-stage EC.
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Affiliation(s)
- Wenhui Zhong
- Department of Clinical Laboratory, Fujian Maternity and Child Health Hospital, College of Clinical Medicine for Obstetrics & Gynecology and Pediatrics, Fujian Medical University, Fuzhou, People’s Republic of China
- Shengli Clinical Medical College, Fujian Medical University, Fuzhou, People’s Republic of China
| | - Yunliang Liu
- Department of Otolaryngology, Fujian Maternity and Child Health Hospital, College of Clinical Medicine for Obstetrics & Gynecology and Pediatrics, Fujian Medical University, Fuzhou, People’s Republic of China
| | - Liangming Zhang
- Shengli Clinical Medical College, Fujian Medical University, Fuzhou, People’s Republic of China
- Department of Clinical Laboratory, Fujian Provincial Hospital South Branch, Fuzhou, People’s Republic of China
| | - Wanzhen Zhuang
- Shengli Clinical Medical College, Fujian Medical University, Fuzhou, People’s Republic of China
- Central Laboratory, Center for Experimental Research in Clinical Medicine, Fujian Provincial Hospital, Fuzhou, People’s Republic of China
| | - Jianlin Chen
- Shengli Clinical Medical College, Fujian Medical University, Fuzhou, People’s Republic of China
- Central Laboratory, Center for Experimental Research in Clinical Medicine, Fujian Provincial Hospital, Fuzhou, People’s Republic of China
| | - Zhixin Huang
- Shengli Clinical Medical College, Fujian Medical University, Fuzhou, People’s Republic of China
- Integrated Chinese and Western Medicine College, Fujian University of Traditional Chinese Medicine, Fuzhou, People’s Republic of China
| | - Yue Zheng
- Shengli Clinical Medical College, Fujian Medical University, Fuzhou, People’s Republic of China
- Central Laboratory, Center for Experimental Research in Clinical Medicine, Fujian Provincial Hospital, Fuzhou, People’s Republic of China
| | - Yi Huang
- Shengli Clinical Medical College, Fujian Medical University, Fuzhou, People’s Republic of China
- Central Laboratory, Center for Experimental Research in Clinical Medicine, Fujian Provincial Hospital, Fuzhou, People’s Republic of China
- Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, People’s Republic of China
- Fujian Provincial Key Laboratory of Cardiovascular Disease, Fujian Provincial Key Laboratory of Critical Care Medicine, Fuzhou, People’s Republic of China
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Chen YY, Li BP, Wang JF, Wang Y, Luo SS, Lin RJ, Liao XW, Chen JQ. Investigating the prognostic and predictive value of the type II cystatin genes in gastric cancer. BMC Cancer 2023; 23:1122. [PMID: 37978366 PMCID: PMC10657128 DOI: 10.1186/s12885-023-11550-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Accepted: 10/19/2023] [Indexed: 11/19/2023] Open
Abstract
BACKGROUND Accumulating evidence indicates that type II cystatin (CST) genes play a pivotal role in several tumor pathological processes, thereby affecting all stages of tumorigenesis and tumor development. However, the prognostic and predictive value of type II CST genes in GC has not yet been investigated. METHODS The present study evaluated the expression and prognostic value of type II CST genes in GC by using The Cancer Genome Atlas (TCGA) database and the Kaplan-Meier plotter (KM plotter) online database. The type II CST genes related to the prognosis of GC were then screened out. We then validated the expression and prognostic value of these genes by immunohistochemistry. We also used Database for Annotation, Visualization, and Integrated Discovery (DAVID), Gene Multiple Association Network Integration Algorithm (GeneMANIA), Search Tool for the Retrieval of Interacting Genes/Proteins (STRING), nomogram, genome-wide co-expression analysis, and other bioinformatics tools to analyze the value of type II CST genes in GC and the underlying mechanism. RESULTS The data from the TCGA database and the KM plotter online database showed that high expression of CST2 and CST4 was associated with the overall survival (OS) of patients with GC. The immunohistochemical expression analysis showed that patients with high expression of CST4 in GC tissues have a shorter OS than those with low expression of CST4 (HR = 1.85,95%CI: 1.13-3.03, P = 0.015). Multivariate Cox regression analysis confirmed that the high expression level of CST4 was an independent prognostic risk factor for OS. CONCLUSIONS Our findings suggest that CST4 could serve as a tumor marker that affects the prognosis of GC and could be considered as a potential therapeutic target for GC.
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Affiliation(s)
- Ye-Yang Chen
- Department of General Surgery, The First People's Hospital of Yulin, Yulin, China
| | - Bo-Pei Li
- Department of Gastrointestinal Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Jun-Fu Wang
- Department of General Surgery, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Ye Wang
- Department of Gastrointestinal Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Shan-Shan Luo
- Department of Colorectal Surgery, Affiliated Tumor Hospital of Guangxi Medical University, Nanning, China
| | - Ru-Jing Lin
- Department of General Surgery, The People's Hospital of Binyang, Nanning, China
| | - Xi-Wen Liao
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Jun-Qiang Chen
- Department of Gastrointestinal Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, China.
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Zhang Z, Zhan F. Type 2 Cystatins and Their Roles in the Regulation of Human Immune Response and Cancer Progression. Cancers (Basel) 2023; 15:5363. [PMID: 38001623 PMCID: PMC10670837 DOI: 10.3390/cancers15225363] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Revised: 11/08/2023] [Accepted: 11/08/2023] [Indexed: 11/26/2023] Open
Abstract
Cystatins are a family of intracellular and extracellular protease inhibitors that inhibit cysteine cathepsins-a group of lysosomal cysteine proteases that participate in multiple biological processes, including protein degradation and post-translational cleavage. Cysteine cathepsins are associated with the development of autoimmune diseases, tumor progression, and metastasis. Cystatins are categorized into three subfamilies: type 1, type 2, and type 3. The type 2 cystatin subfamily is the largest, containing 10 members, and consists entirely of small secreted proteins. Although type 2 cystatins have many shared biological roles, each member differs in structure, post-translational modifications (e.g., glycosylation), and expression in different cell types. These distinctions allow the type 2 cystatins to have unique biological functions and properties. This review provides an overview of type 2 cystatins, including their biological similarities and differences, their regulatory effect on human immune responses, and their roles in tumor progression, immune evasion, and metastasis.
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Affiliation(s)
| | - Fenghuang Zhan
- Myeloma Center, Winthrop P. Rockefeller Cancer Institute, Department of Internal Medicine, University of Arkansas for Medical Sciences, Little Rock, AR 72205, USA;
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Ou R, Lin C, Chen Y. CST2 is activated by RUNX1 and promotes pancreatic cancer progression by activating PI3K/AKT pathway. Arch Biochem Biophys 2023; 747:109760. [PMID: 37722526 DOI: 10.1016/j.abb.2023.109760] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Revised: 09/14/2023] [Accepted: 09/15/2023] [Indexed: 09/20/2023]
Abstract
Cystatin 2 (CST2) is a protein coding gene that belongs to a large superfamily of cysteine protease inhibitors. The deregulation of CST2 has been implicated in human cancers. The role of CST2 in pancreatic carcinogenesis has not yet been investigated. In this study, Gene Expression Profiling Interactive Analysis was performed using the Cancer Genome Atlas (TCGA) dataset containing pancreatic tumor samples and normal tissues. The functional role of CST2 in pancreatic cells was investigated by gene knockdown in vitro and in mouse xenograft tumor model. We found that CST2 was overexpressed in pancreatic tumor samples and cell lines. The knockdown of CST2 led to reduced proliferation, migration, and invasion, while apoptotic events were increased upon CST2 silencing in pancreatic cancer cells. In the xenograft mouse model of pancreatic cells, CST2 knockdown also retarded tumor growth on tumor growth. RUNX1 was identified as a transcription factor which positively regulated the expression of CST2. Further, we showed that, CST2 knockdown suppressed the activation of the PI3K/AKT signaling in pancreatic cells. Overall, our findings suggest that CST2 serves as an oncogene which facilitates the progression of pancreatic cancer. RUNX1 functions to upregulate CST2 in pancreatic cancer cells and CST2 may promote the malignancy of pancreatic cells by maintaining the activation of PI3K/AKT signaling.
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Affiliation(s)
- Rongwen Ou
- Department of Hepatopancreatobiliary Surgery, The First Affiliated Hospital of Fujian Medical University, Fuzhou, Fujian, 350001, China; Fujian Abdominal Surgery Research Institute, The First Affiliated Hospital, Fujian Medical University, Fuzhou, Fujian, 350001, China; National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, Fujian, 350212, China
| | - Chengjie Lin
- Department of Hepatopancreatobiliary Surgery, The First Affiliated Hospital of Fujian Medical University, Fuzhou, Fujian, 350001, China; Fujian Abdominal Surgery Research Institute, The First Affiliated Hospital, Fujian Medical University, Fuzhou, Fujian, 350001, China; National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, Fujian, 350212, China
| | - Youting Chen
- Department of Hepatopancreatobiliary Surgery, The First Affiliated Hospital of Fujian Medical University, Fuzhou, Fujian, 350001, China; Fujian Abdominal Surgery Research Institute, The First Affiliated Hospital, Fujian Medical University, Fuzhou, Fujian, 350001, China; National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, Fujian, 350212, China.
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Zhang L, Yu S, Yin X, Tu M, Cai L, Zhang Y, Yu L, Zhang S, Pan X, Huang Y. MiR-942-5p inhibits tumor migration and invasion through targeting CST1 in esophageal squamous cell carcinoma. PLoS One 2023; 18:e0277006. [PMID: 36848349 PMCID: PMC9970063 DOI: 10.1371/journal.pone.0277006] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Accepted: 10/18/2022] [Indexed: 03/01/2023] Open
Abstract
INTRODUCTION Cysteine Protease Inhibitor 1 (CST1), a cystatin superfamily protein with the effect on the inhibition of cysteine protease activity, is reported to be involved in the development of many malignancies. MiR-942-5p has been demonstrated its regulatory effects on some malignancies. However, the roles of CST1 and miR-942-5p on esophageal squamous cell carcinoma (ESCC) are still unknown up to now. METHODS The expression of CST1 in ESCC tissues was analyzed by TCGA database, immunohistochemistry, and RT-qPCR, respectively. Matrigel-uncoated or-coated transwell assay was used to determine the effect of CST1 on migration and invasion of ESCC cells. Regulatory effect of miR-942-5p on CST1 was detected by dual luciferase assay. RESULTS CST1 was ectopically highly expressed in ESCC tissues, and had the effect on promoting the migration and invasion of ESCC cells by upregulating phosphorylated levels of key effectors including MEK1/2, ERK1/2, and CREB in MEK/ERK/CREB pathway. Dual-luciferase assay results showed that miR-942-5p had a regulatory effect on targeting CST1. CONCLUSIONS CST1 plays a carcinogenic role on ESCC, and miR-942-5p can regulate the migration and invasion of ESCC cells by targeting CST1 to downregulate MEK/ERK/CREB signaling pathway, suggesting that miR-942-5p/CST1 axis might be a promising target for diagnosis and treatment of ESCC.
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Affiliation(s)
- Liangming Zhang
- Provincial Clinical College, Fujian Medical University, Fuzhou, China
- Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, China
| | - Sunxing Yu
- Provincial Clinical College, Fujian Medical University, Fuzhou, China
- Health Management Center (Preventive Treatment), the Second Affiliated Hospital of Fujian University of Traditional Chinese Medicine, Fuzhou, China
| | - Xiaoqing Yin
- Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, China
- Integrated Chinese and Western Medicine College, Fujian University of Traditional Chinese Medicine, Fuzhou, China
| | - Mingshu Tu
- Provincial Clinical College, Fujian Medical University, Fuzhou, China
- Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, China
| | - Liqing Cai
- Provincial Clinical College, Fujian Medical University, Fuzhou, China
- Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, China
| | - Yi Zhang
- Provincial Clinical College, Fujian Medical University, Fuzhou, China
- Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, China
| | - Lili Yu
- Provincial Clinical College, Fujian Medical University, Fuzhou, China
- Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, China
| | - Songgao Zhang
- Provincial Clinical College, Fujian Medical University, Fuzhou, China
- Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, China
| | - Xiaojie Pan
- Provincial Clinical College, Fujian Medical University, Fuzhou, China
- Department of Thoracic Surgery, Fujian Provincial Hospital, Fuzhou, China
| | - Yi Huang
- Provincial Clinical College, Fujian Medical University, Fuzhou, China
- Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, China
- Central Laboratory, Fujian Provincial Hospital, Fuzhou, China
- Center for Experimental Research in Clinical Medicine, Fujian Provincial Hospital, Fuzhou, China
- Fujian Provincial Key Laboratory of Critical Care Medicine, Fuzhou, China
- * E-mail:
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11
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Sinha I, Fogle RL, Gulfidan G, Stanley AE, Walter V, Hollenbeak CS, Arga KY, Sinha R. Potential Early Markers for Breast Cancer: A Proteomic Approach Comparing Saliva and Serum Samples in a Pilot Study. Int J Mol Sci 2023; 24:4164. [PMID: 36835577 PMCID: PMC9966955 DOI: 10.3390/ijms24044164] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Revised: 02/04/2023] [Accepted: 02/16/2023] [Indexed: 02/22/2023] Open
Abstract
Breast cancer is the second leading cause of death for women in the United States, and early detection could offer patients the opportunity to receive early intervention. The current methods of diagnosis rely on mammograms and have relatively high rates of false positivity, causing anxiety in patients. We sought to identify protein markers in saliva and serum for early detection of breast cancer. A rigorous analysis was performed for individual saliva and serum samples from women without breast disease, and women diagnosed with benign or malignant breast disease, using isobaric tags for relative and absolute quantitation (iTRAQ) technique, and employing a random effects model. A total of 591 and 371 proteins were identified in saliva and serum samples from the same individuals, respectively. The differentially expressed proteins were mainly involved in exocytosis, secretion, immune response, neutrophil-mediated immunity and cytokine-mediated signaling pathway. Using a network biology approach, significantly expressed proteins in both biological fluids were evaluated for protein-protein interaction networks and further analyzed for these being potential biomarkers in breast cancer diagnosis and prognosis. Our systems approach illustrates a feasible platform for investigating the responsive proteomic profile in benign and malignant breast disease using saliva and serum from the same women.
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Affiliation(s)
- Indu Sinha
- Department of Biochemistry and Molecular Biology, Penn State University College of Medicine, Hershey, PA 17033, USA;
| | - Rachel L. Fogle
- Environmental Science and Sustainability Program, Harrisburg University of Science and Technology, Harrisburg, PA 17101, USA;
| | - Gizem Gulfidan
- Department of Bioengineering, Marmara University, Istanbul 34854, Turkey; (G.G.); (K.Y.A.)
| | - Anne E. Stanley
- Mass Spectrometry Core, Penn State University College of Medicine, Hershey, PA 17033, USA;
| | - Vonn Walter
- Department of Public Health Sciences, Penn State University College of Medicine, Hershey, PA 17033, USA;
| | - Christopher S. Hollenbeak
- Department of Health Policy and Administration, The Pennsylvania State University, University Park, State College, PA 16801, USA;
| | - Kazim Y. Arga
- Department of Bioengineering, Marmara University, Istanbul 34854, Turkey; (G.G.); (K.Y.A.)
- Genetic and Metabolic Diseases Research and Investigation Center, Marmara University, Istanbul 34854, Turkey
| | - Raghu Sinha
- Department of Biochemistry and Molecular Biology, Penn State University College of Medicine, Hershey, PA 17033, USA;
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12
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Circ_0001821 Potentiates Cell Growth, Metastasis, and Stemness in Colorectal Cancer by Regulating miR-339-3p/CST1. Biochem Genet 2023:10.1007/s10528-022-10329-x. [PMID: 36633774 DOI: 10.1007/s10528-022-10329-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Accepted: 12/28/2022] [Indexed: 01/13/2023]
Abstract
Dysregulation of circRNAs is associated with human cancer progression, but its expression pattern and function in cancer are not fully understood. The aim of our study is to investigate the effects of circ_0001821 on colorectal cancer (CRC) proliferation, migration, invasion, and stemness. The expression level of circ_0001821 in CRC tissues and cells was detected by quantitative real-time PCR. The effects of circ_0001821 silencing on the proliferation, migration, invasion, and stemness of CRC cells were examined by cell counting kit-8, 5-Ethynyl-2'-deoxyuridine, transwell, sphere formation, and western blot assays. Bioinformatics and dual-luciferase reporter gene assay were used to verify the relationship between circ_0001821 and miR-339-3p, miR-339-3p and CST1 in CRC cells. Circ_0001821 was highly expressed in CRC tissues and cells. Circ_0001821 silencing inhibited the proliferation, migration, invasion, and stemness of CRC cells, and transfection of miR-339-3p inhibitor partly attenuated this effect. In addition, circ_0001821 can bind miR-339-3p to regulate CST1 expression. Circ_0001821 silencing also curbed tumor growth in vivo. Circ_0001821 promoted CRC cell proliferation, migration, invasion, and stemness by regulating the miR-339-3p/CST1 axis.
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13
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Li D, Wang Y, Dong C, Chen T, Dong A, Ren J, Li W, Shu G, Yang J, Shen W, Qin L, Hu L, Zhou J. CST1 inhibits ferroptosis and promotes gastric cancer metastasis by regulating GPX4 protein stability via OTUB1. Oncogene 2023; 42:83-98. [PMID: 36369321 PMCID: PMC9816059 DOI: 10.1038/s41388-022-02537-x] [Citation(s) in RCA: 91] [Impact Index Per Article: 91.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Revised: 10/23/2022] [Accepted: 10/28/2022] [Indexed: 11/13/2022]
Abstract
Metastasis is an important factor contributing to poor prognosis in patients with gastric cancer; yet, the molecular mechanism leading to this cell behavior is still not well understood. In this study, we explored the role of cysteine protease inhibitor SN (Cystatin SN, CST1) in promoting gastric cancer metastasis. We hypothesized that CST1 could regulate gastric cancer progression by regulating GPX4 and ferroptosis. Whole transcriptome sequencing suggested that the expression of CST1 was significantly increased in metastatic cancer, and high CST1 expression was correlated with a worse prognosis. Our data further confirmed that the overexpression of CST1 may significantly promote the migration and invasion of gastric cancer cells in vitro and enhance liver, lung, and peritoneal metastasis of gastric cancer in nude mice. Meanwhile, high expression of CST1 promoted the epithelial-mesenchymal transition (EMT) of gastric cancer cells. Mechanistically, a co-immunoprecipitation experiment combined with mass spectrometry analysis confirmed that CST1 could interact with GPX4, a key protein regulating ferroptosis. CST1 relieves GPX4 ubiquitination modification by recruiting OTUB1, improving GPX4 protein stability and reducing intracellular reactive oxygen species (ROS), thereby inhibiting ferroptosis and, in turn, promoting gastric cancer metastasis. Moreover, clinical data suggested that CST1 is significantly increased in peripheral blood and ascites of gastric cancer patients with metastasis; multivariate Cox regression model analysis showed that CST1 was an independent risk factor for the prognosis of gastric cancer patients. Overall, our results elucidated a critical pathway through which high CST1 expression protects gastric cancer cells from undergoing ferroptosis, thus promoting its progression and metastasis. CST1 may be used as a new oncological marker and potential therapeutic target for gastric cancer metastasis.
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Affiliation(s)
- Dongbao Li
- grid.429222.d0000 0004 1798 0228Department of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006 Jiangsu China
| | - Yuhong Wang
- grid.429222.d0000 0004 1798 0228Department of Pathology, The First Affiliated Hospital of Soochow University, Suzhou, 215006 Jiangsu China
| | - Chao Dong
- grid.429222.d0000 0004 1798 0228Department of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006 Jiangsu China
| | - Tao Chen
- grid.429222.d0000 0004 1798 0228Department of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006 Jiangsu China
| | - Anqi Dong
- grid.429222.d0000 0004 1798 0228Department of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006 Jiangsu China
| | - Jiayu Ren
- grid.429222.d0000 0004 1798 0228Department of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006 Jiangsu China
| | - Weikang Li
- grid.429222.d0000 0004 1798 0228Department of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006 Jiangsu China
| | - Gege Shu
- grid.429222.d0000 0004 1798 0228Department of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006 Jiangsu China
| | - Jiaoyang Yang
- grid.429222.d0000 0004 1798 0228Department of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006 Jiangsu China
| | - Wenhao Shen
- grid.263761.70000 0001 0198 0694State Key Laboratory of Radiation Medicine and Protection, School of Radiation Medicine and Protection and School for Radiological and Interdisciplinary Sciences (RADX), Collaborative Innovation Center of Radiation Medicine of Jiangsu Higher Education Institutions, Soochow University, Suzhou, 215123 Jiangsu China
| | - Lei Qin
- Department of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006, Jiangsu, China.
| | - Lin Hu
- State Key Laboratory of Radiation Medicine and Protection, School of Radiation Medicine and Protection and School for Radiological and Interdisciplinary Sciences (RADX), Collaborative Innovation Center of Radiation Medicine of Jiangsu Higher Education Institutions, Soochow University, Suzhou, 215123, Jiangsu, China.
| | - Jin Zhou
- Department of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006, Jiangsu, China.
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14
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Dai F, Xie Z, Yang Q, Zhong Z, Zhong C, Qiu Y. MicroRNA-375 inhibits laryngeal squamous cell carcinoma progression via targeting CST1. Braz J Otorhinolaryngol 2022; 88 Suppl 4:S108-S116. [PMID: 35953439 DOI: 10.1016/j.bjorl.2022.06.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2022] [Revised: 04/20/2022] [Accepted: 06/27/2022] [Indexed: 02/07/2023] Open
Abstract
OBJECTIVE This study aims to explore the effect and mechanism of miR-375 in Laryngeal Squamous Cell Carcinoma (LSCC) cell progression. METHODS LSCC cells (LSC-1 and TU177) were transfected with miR-375-mimic, miR-375-inhibitor or miR-375-mimic+oe-CST1. The expression of miR-375, CST1, MMP-2, and MMP-9 was measured. The effect of miR-375-mimic, miR-375-inhibitor or miR-375-mimic+oe-CST1 on cell biological functions, including cell proliferation, migration, invasion, and apoptosis, was also assessed. The potential relationship between CST1 and miR-375 was predicted by Jefferson software and validated by dual luciferase reporter gene assay. RESULTS Downregulated miR-375 expression was found in LSCC cells. Overexpression of miR-375 inhibited the viability and migration and promoted apoptosis of LSCC cells. Jefferson database and dual luciferase reporter gene assay confirmed that miR-375 directly targeted CST1. Overexpression of CST1 could reverse the anti-cancer effect of miR-375 overexpression in LSCC cells. CONCLUSION Collected evidence showed that miR-375/CST1 axis was implicated in LSCC progression. LEVEL OF EVIDENCE Level 3.
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Affiliation(s)
- Feng Dai
- Jiangxi Pingxiang People's Hospital, Department of Otorhinolaryngology Head and Neck Surgery, Pingxiang, China.
| | - Zuojun Xie
- Jiangxi Pingxiang People's Hospital, Department of Otorhinolaryngology Head and Neck Surgery, Pingxiang, China
| | - Qiming Yang
- Jiangxi Pingxiang People's Hospital, Department of Otorhinolaryngology Head and Neck Surgery, Pingxiang, China
| | - Zhuanglong Zhong
- Jiangxi Pingxiang People's Hospital, Department of Otorhinolaryngology Head and Neck Surgery, Pingxiang, China
| | - Chun Zhong
- Jiangxi Pingxiang People's Hospital, Department of Otorhinolaryngology Head and Neck Surgery, Pingxiang, China
| | - Yongliang Qiu
- Jiangxi Pingxiang People's Hospital, Department of Otorhinolaryngology Head and Neck Surgery, Pingxiang, China
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15
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Wang J, Tan Y, Jia QY, Tang FQ. Transcriptional factor III A promotes colorectal cancer progression by upregulating cystatin A. World J Gastrointest Oncol 2022; 14:1918-1932. [PMID: 36310710 PMCID: PMC9611429 DOI: 10.4251/wjgo.v14.i10.1918] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/07/2022] [Revised: 07/23/2022] [Accepted: 09/07/2022] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND Advanced colorectal cancer (CRC) generally has poor outcomes and high mortality rates. Clarifying the molecular mechanisms underlying CRC progression is necessary to develop new diagnostic and therapeutic strategies to improve CRC outcome and decrease mortality. Transcriptional factor III A (GTF3A), an RNA polymerase III transcriptional factor, is a critical driver of tumorgenesis and aggravates CRC cell growth.
AIM To confirm whether GTF3A promotes CRC progression by regulating the expression of cystatin A (Csta) gene and investigate whether GTF3A can serve as a prognostic biomarker and therapeutic target for patients with CRC.
METHODS Human tissue microarrays containing 90 pairs of CRC tissues and adjacent non-tumor tissues, and human tissue microarrays containing 20 pairs of CRC tissues, adjacent non-tumor tissues, and metastatic tissues were examined for GTF3A expression using immunohistochemistry. The survival rates of patients were analyzed. Short hairpin GTF3As and CSTAs were designed and packaged into the virus to block the expression of Gtf3a and Csta genes, respectively. In vivo tumor growth assays were performed to confirm whether GTF3A promotes CRC cell proliferation in vivo. Electrophoretic mobility shift assay and fluorescence in situ hybridization assay were used to detect the interaction of GTF3A with Csta, whereas luciferase activity assay was used to evaluate the expression of the Gtf3a and Csta genes. RNA-Sequencing (RNA-Seq) and data analyses were used to screen for target genes of GTF3A.
RESULTS The expression of GTF3A was higher in CRC tissues and lymph node metastatic tissues than in the adjacent normal tissues. GTF3A was associated with CRC prognosis, and knockdown of the Gtf3a gene impaired CRC cell proliferation, invasion, and motility in vitro and in vivo. Moreover, RNA-Seq analysis revealed that GTF3A might upregulate the expression of Csta, whereas the luciferase activity assay showed that GTF3A bound to the promoter of Csta gene and increased Csta transcription. Furthermore, CSTA regulated the expression of epithelial-mesenchymal transition (EMT) markers.
CONCLUSION GTF3A increases CSTA expression by binding to the Csta promoter, and increased CSTA level promotes CRC progression by regulating the EMT. Inhibition of GTF3A prevents CRC progression. Therefore, GTF3A is a potential novel therapeutic target and biomarker for CRC.
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Affiliation(s)
- Jing Wang
- Hunan Key Laboratory of Oncotarget Gene, Hunan Cancer Hospital & The Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, Changsha 410013, Hunan Province, China
| | - Yuan Tan
- Hunan Key Laboratory of Oncotarget Gene, Hunan Cancer Hospital & The Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, Changsha 410013, Hunan Province, China
| | - Qun-Ying Jia
- Hunan Key Laboratory of Oncotarget Gene, Hunan Cancer Hospital & The Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, Changsha 410013, Hunan Province, China
| | - Fa-Qin Tang
- Hunan Key Laboratory of Oncotarget Gene, Hunan Cancer Hospital & The Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, Changsha 410013, Hunan Province, China
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16
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Yang J, Luo G, Li C, Zhao Z, Ju S, Li Q, Chen Z, Ding C, Tong X, Zhao J. Cystatin SN promotes epithelial-mesenchymal transition and serves as a prognostic biomarker in lung adenocarcinoma. BMC Cancer 2022; 22:589. [PMID: 35637432 PMCID: PMC9150371 DOI: 10.1186/s12885-022-09685-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Accepted: 05/17/2022] [Indexed: 11/14/2022] Open
Abstract
Background Cystatins are a class of proteins that can inhibit cysteine protease and are widely distributed in human bodily fluids and secretions. Cystatin SN (CST1), a member of the CST superfamily, is abnormally expressed in a variety of tumors. However, its effect on the occurrence and development of lung adenocarcinoma (LUAD) remains unclear. Methods We obtained transcriptome analysis data of CST1 from The Cancer Genome Atlas (TCGA) and GSE31210 databases. The association of CST1 expression with prognosis, gene mutations and tumor immune microenvironment was analyzed using public databases. Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), and Gene Set Enrichment Analysis (GSEA) were performed to investigate the potential mechanisms of CST1. Results In this study, we found that CST1 was highly expressed in lung adenocarcinoma and was associated with prognosis and tumor immune microenvironment. Genetic mutations of CST1 were shown to be related to disease-free survival (DFS) by using the c-BioPortal tool. Potential proteins binding to CST1 were identified by constructing a protein-protein interaction (PPI) network. Gene set enrichment analysis (GSEA) of CST1 revealed that CST1 was notably enriched in epithelial-mesenchymal transition (EMT). Cell experiments confirmed that overexpression of CST1 promoted lung adenocarcinoma cells migration and invasion, while knockdown of CST1 significantly inhibited lung adenocarcinoma cells migration and invasion. Conclusions Our comprehensive bioinformatics analyses revealed that CST1 may be a novel prognostic biomarker in LUAD. Experiments confirmed that CST1 promotes epithelial-mesenchymal transition in LUAD cells. These findings will help to better understand the distinct role of CST1 in LUAD. Supplementary Information The online version contains supplementary material available at 10.1186/s12885-022-09685-z.
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Affiliation(s)
- Jian Yang
- Department of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006, China.,Institute of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Gaomeng Luo
- Department of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006, China.,Institute of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Chang Li
- Department of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006, China.,Institute of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Zhunlin Zhao
- Department of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006, China.,Institute of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Sheng Ju
- Department of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006, China.,Institute of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Qifan Li
- Department of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006, China.,Institute of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Zhike Chen
- Department of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006, China.,Institute of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Cheng Ding
- Department of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006, China.,Institute of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Xin Tong
- Department of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006, China. .,Institute of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China.
| | - Jun Zhao
- Department of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, 215006, China. .,Institute of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China.
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17
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Role of the Long Intergenic Non-Protein-Coding RNA 1278/miR-185-5p/Cystatin SN Axis in Laryngeal Cancer Cells. JOURNAL OF ONCOLOGY 2022; 2022:6406943. [PMID: 35498540 PMCID: PMC9050325 DOI: 10.1155/2022/6406943] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 03/25/2022] [Accepted: 04/04/2022] [Indexed: 11/17/2022]
Abstract
Laryngeal cancer accounts for 25%–30% of tumors in the head and neck. Cystatin SN (CST1) was revealed to show upregulated expression in this cancer, while its functions and upstream pathway remain unknown and need investigation. The current study was designed to solve this problem. We designed short hairpin RNAs targeting CST1 for the loss-of-function assays to probe the influences of CST1 in laryngeal cancer cell proliferation and motility. The upstream competitive endogenous RNA pattern of CST1 was searched using bioinformatics analysis and confirmed by luciferase reporter assays. The experimental results demonstrated that CST1 is a tumor facilitator in laryngeal cancer by stimulating cellular proliferative, migrative, and invasive abilities. CST1 is regulated by the long intergenic non-protein-coding RNA 1278 (LINC01278)/miR-185-5p axis. LINC01278 knockdown and miR-185-5p overexpression exert the same functions as CST1 knockdown to repress cancer cell proliferation, migration, and invasion. In conclusion, LINC01278 plays an oncogenic role in laryngeal cancer by suppressing miR-185-5p to enhance CST1 expression, which enriches the molecular mechanism for the carcinogenesis of laryngeal cancer.
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Abedi Z, MotieGhader H, Hosseini SS, Sheikh Beig Goharrizi MA, Masoudi-Nejad A. mRNA-miRNA bipartite networks reconstruction in different tissues of bladder cancer based on gene co-expression network analysis. Sci Rep 2022; 12:5885. [PMID: 35393513 PMCID: PMC8991185 DOI: 10.1038/s41598-022-09920-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2021] [Accepted: 03/24/2022] [Indexed: 12/14/2022] Open
Abstract
Bladder cancer (BC) is one of the most important cancers worldwide, and if it is diagnosed early, its progression in humans can be prevented and long-term survival will be achieved accordingly. This study aimed to identify novel micro-RNA (miRNA) and gene-based biomarkers for diagnosing BC. The microarray dataset of BC tissues (GSE13507) listed in the GEO database was analyzed for this purpose. The gene expression data from three BC tissues including 165 primary bladder cancer (PBC), 58 normal looking-bladder mucosae surrounding cancer (NBMSC), and 23 recurrent non-muscle invasive tumor tissues (RNIT) were used to reconstruct gene co-expression networks. After preprocessing and normalization, deferentially expressed genes (DEGs) were obtained and used to construct the weighted gene co-expression network (WGCNA). Gene co-expression modules and low-preserved modules were extracted among BC tissues using network clustering. Next, the experimentally validated mRNA-miRNA interaction information were used to reconstruct three mRNA-miRNA bipartite networks. Reactome pathway database and Gene ontology (GO) was subsequently performed for the extracted genes of three bipartite networks and miRNAs, respectively. To further analyze the data, ten hub miRNAs (miRNAs with the highest degree) were selected in each bipartite network to reconstruct three bipartite subnetworks. Finally, the obtained biomarkers were comprehensively investigated and discussed in authentic studies. The obtained results from our study indicated a group of genes including PPARD, CST4, CSNK1E, PTPN14, ETV6, and ADRM1 as well as novel miRNAs (e.g., miR-16-5p, miR-335-5p, miR-124-3p, and let-7b-5p) which might be potentially associated with BC and could be a potential biomarker. Afterward, three drug-gene interaction networks were reconstructed to explore candidate drugs for the treatment of BC. The hub miRNAs in the mRNA-miRNA bipartite network played a fundamental role in BC progression; however, these findings need further investigation.
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Affiliation(s)
- Zahra Abedi
- Laboratory of Systems Biology and Bioinformatics (LBB), Institute of Biochemistry and Biophysics, University of Tehran, Tehran, Iran
| | - Habib MotieGhader
- Department of Biology, Tabriz Branch, Islamic Azad University, Tabriz, Iran.
| | - Sahar Sadat Hosseini
- Laboratory of Systems Biology and Bioinformatics (LBB), Institute of Biochemistry and Biophysics, University of Tehran, Tehran, Iran
| | | | - Ali Masoudi-Nejad
- Laboratory of Systems Biology and Bioinformatics (LBB), Institute of Biochemistry and Biophysics, University of Tehran, Tehran, Iran.
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Wu J, Liu H, Hu T, Wang S. Gene expression trend changes in breast cancer populations over two decades: insights from The Cancer Genome Atlas database. Hereditas 2022; 159:18. [PMID: 35317849 PMCID: PMC8939184 DOI: 10.1186/s41065-022-00230-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2021] [Accepted: 02/17/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Breast cancer has remained the most common malignancy in women over the past two decades. As lifestyle and living environments have changed, alterations to the disease spectrum have inevitably occurred in this time. As molecular profiling has become a routine diagnostic and objective indicator of breast cancer etiology, we analyzed changes in gene expression in breast cancer populations over two decades using The Cancer Genome Atlas database. METHODS We performed Heatmap and Venn diagram analyses to identify constantly up- and down-regulated genes in breast cancer patients of this cohort. We used Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses to visualize associated functional pathways. RESULTS We determined that three oncogenes, PD-L2, ETV5, and MTOR and 113 long intergenic non-coding RNAs (lincRNAs) were constantly up-regulated, whereas two oncogenes, BCR and GTF2I, one tumor suppression gene MEN1, and 30 lincRNAs were constantly down-regulated. Up-regulated genes were enriched in "focal adhesion" and "PI3K-Akt signaling" pathways, etc., and down-regulated genes were significantly enriched in "metabolic pathways" and "viral myocarditis". Eight up-regulated genes exhibited doubled or higher expression and the expression of three down-regulated genes was halved or lowered and correlated with long-term survival. CONCLUSIONS In this study, we found that gene expression and molecular pathway enrichments are constantly changing with time, importantly, some altered genes were associated with prognostics and are potential therapeutic targets, suggesting that the current molecular subtyping system must be updated to keep pace with this dynamic change.
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Affiliation(s)
- Jinbo Wu
- Department of Breast Surgery, Peking University People's Hospital, Beijing, China
| | - Hongjun Liu
- Department of Breast Surgery, Peking University People's Hospital, Beijing, China
| | - Taobo Hu
- Department of Breast Surgery, Peking University People's Hospital, Beijing, China
| | - Shu Wang
- Department of Breast Surgery, Peking University People's Hospital, Beijing, China.
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20
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Yang Y, Zhang S, Guo L. Characterization of Cell Cycle-Related Competing Endogenous RNAs Using Robust Rank Aggregation as Prognostic Biomarker in Lung Adenocarcinoma. Front Oncol 2022; 12:807367. [PMID: 35186743 PMCID: PMC8853726 DOI: 10.3389/fonc.2022.807367] [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: 11/02/2021] [Accepted: 01/10/2022] [Indexed: 11/13/2022] Open
Abstract
Lung adenocarcinoma (LUAD), one of the most common pathological subtypes in lung cancer, has been of concern because it is the leading cause of cancer-related deaths. Due to its poor prognosis, to identify a prognostic biomarker, this study performed an integrative analysis to screen curial RNAs and discuss their cross-talks. The messenger RNA (mRNA) profiles were primarily screened using robust rank aggregation (RRA) through several datasets, and these deregulated genes showed important roles in multiple biological pathways, especially for cell cycle and oocyte meiosis. Then, 31 candidate genes were obtained via integrating 12 algorithms, and 16 hub genes (containing homologous genes) were further screened according to the potential prognostic values. These hub genes were used to search their regulators and biological-related microRNAs (miRNAs). In this way, 10 miRNAs were identified as candidate small RNAs associated with LUAD, and then miRNA-related long non-coding RNAs (lncRNAs) were further obtained. In-depth analysis showed that 4 hub mRNAs, 2 miRNAs, and 2 lncRNAs were potential crucial RNAs in the occurrence and development of cancer, and a competing endogenous RNA (ceRNA) network was then constructed. Finally, we identified CCNA2/MKI67/KIF11:miR-30a-5p:VPS9D1-AS1 axis-related cell cycle as a prognostic biomarker, which provided RNA cross-talks among mRNAs and non-coding RNAs (ncRNAs), especially at the multiple isomiR levels that further complicated the coding–non-coding RNA regulatory network. Our findings provide insight into complex cross-talks among diverse RNAs particularly involved in isomiRs, which will enrich our understanding of mRNA–ncRNA interactions in coding–non-coding RNA regulatory networks and their roles in tumorigenesis.
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Affiliation(s)
- Yifei Yang
- Department of Bioinformatics, Smart Health Big Data Analysis and Location Services Engineering Lab of Jiangsu Province, School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, Nanjing, China
- Department of Biology, Brandeis University, Waltham, MA, United States
| | - Shiqi Zhang
- Department of Bioinformatics, Smart Health Big Data Analysis and Location Services Engineering Lab of Jiangsu Province, School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, Nanjing, China
- Department of Biology, Brandeis University, Waltham, MA, United States
| | - Li Guo
- Department of Bioinformatics, Smart Health Big Data Analysis and Location Services Engineering Lab of Jiangsu Province, School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, Nanjing, China
- *Correspondence: Li Guo,
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21
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Sukhadia SS, Tyagi A, Venkataraman V, Mukherjee P, Prasad P, Gevaert O, Nagaraj SH. ImaGene: a web-based software platform for tumor radiogenomic evaluation and reporting. BIOINFORMATICS ADVANCES 2022; 2:vbac079. [PMID: 36699376 PMCID: PMC9714320 DOI: 10.1093/bioadv/vbac079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Revised: 09/26/2022] [Accepted: 11/09/2022] [Indexed: 11/12/2022]
Abstract
Summary Radiographic imaging techniques provide insight into the imaging features of tumor regions of interest, while immunohistochemistry and sequencing techniques performed on biopsy samples yield omics data. Relationships between tumor genotype and phenotype can be identified from these data through traditional correlation analyses and artificial intelligence (AI) models. However, the radiogenomics community lacks a unified software platform with which to conduct such analyses in a reproducible manner. To address this gap, we developed ImaGene, a web-based platform that takes tumor omics and imaging datasets as inputs, performs correlation analysis between them, and constructs AI models. ImaGene has several modifiable configuration parameters and produces a report displaying model diagnostics. To demonstrate the utility of ImaGene, we utilized data for invasive breast carcinoma (IBC) and head and neck squamous cell carcinoma (HNSCC) and identified potential associations between imaging features and nine genes (WT1, LGI3, SP7, DSG1, ORM1, CLDN10, CST1, SMTNL2, and SLC22A31) for IBC and eight genes (NR0B1, PLA2G2A, MAL, CLDN16, PRDM14, VRTN, LRRN1, and MECOM) for HNSCC. ImaGene has the potential to become a standard platform for radiogenomic tumor analyses due to its ease of use, flexibility, and reproducibility, playing a central role in the establishment of an emerging radiogenomic knowledge base. Availability and implementation www.ImaGene.pgxguide.org, https://github.com/skr1/Imagene.git. Supplementary information Supplementary data are available at https://github.com/skr1/Imagene.git.
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Affiliation(s)
- Shrey S Sukhadia
- Centre for Genomics and Personalised Health, Queensland University of Technology, Brisbane, QLD 4000, Australia.,Translational Research Institute, Brisbane, QLD 4000, Australia
| | - Aayush Tyagi
- Yardi School of Artificial Intelligence, Indian Institute of Technology, New Delhi 110016, India
| | - Vivek Venkataraman
- Centre for Genomics and Personalised Health, Queensland University of Technology, Brisbane, QLD 4000, Australia.,Translational Research Institute, Brisbane, QLD 4000, Australia
| | - Pritam Mukherjee
- Stanford Center for Biomedical Informatics Research, Department of Medicine and Biomedical Data Science, Stanford University, Stanford, CA 94305-5101, USA
| | - Pratosh Prasad
- Department of Electrical Communication Engineering, Indian Institute of Science, Bangalore 560012, India
| | - Olivier Gevaert
- Stanford Center for Biomedical Informatics Research, Department of Medicine and Biomedical Data Science, Stanford University, Stanford, CA 94305-5101, USA
| | - Shivashankar H Nagaraj
- Centre for Genomics and Personalised Health, Queensland University of Technology, Brisbane, QLD 4000, Australia.,Translational Research Institute, Brisbane, QLD 4000, Australia
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22
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Lai Y, Wang Y, Wu Y, Wu M, Xing S, Xie Y, Chen S, Li X, Zhang A, He Y, Li H, Dai S, Wang J, Lin S, Bai Y, Du H, Liu W. Identification and Validation of Serum CST1 as a Diagnostic Marker for Differentiating Early-Stage Non-Small Cell Lung Cancer from Pulmonary Benign Nodules. Cancer Control 2022; 29:10732748221104661. [PMID: 35653624 PMCID: PMC9168853 DOI: 10.1177/10732748221104661] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Background Effective means for early diagnosis are imperative to reduce death rate of
non-small cell lung cancer (NSCLC) patients. We aimed to find out
high-performance serologic markers to distinguish early-stage NSCLC patients
from benign pulmonary nodule patients and healthy controls (HC). Cystatin-SN
(CST1) is an active cysteine protease inhibitor of the CST superfamily,
involving in the processes of inflammation and tumorigenesis. This is the
first exploration of the diagnostic and prognostic values of serum CST1 in
NSCLC. Methods We analyzed the transcriptome data from The Cancer Genome Atlas and the Gene
Expression Omnibus database, screened biomarkers for NSCLC, and verified the
candidate markers via the ONCOMINE database. Then, we performed ELISA,
western blotting, and immunohistochemistry analysis to detect the expression
levels of CST1 in NSCLC cell lines, tumor tissues, and serum samples of
clinical cohorts. Results We identified 3 up-regulated secreted protein-encoding genes, validated the
expression levels of CST1 in NSCLC tumor tissues and cell lines, and found
that serum CST1 levels of NSCLC (4289 ± 2405 pg/mL) were significantly
higher than those of PBN patients (1558 ± 441 pg/mL, P <
.0001) and healthy controls (1529 ± 416 pg/mL, P <
.0001). The AUC of the combination of CST1, Cytokeratin 19 fragment
(Cyfra21-1), and Carcinoembryonic antigen (CEA) for distinguishing
early-stage NSCLC from PBN/HC was as high as .914/0.925. Furthermore, our
results suggested that the NSCLC patient with low serum CST1 level had a
better survival rate. Conclusions Serum CST1 may serve as a novel diagnostic marker for differentiating
early-stage NSCLC from PBN and HC, and could be used as a prognosis
predictor in NSCLC patients.
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Affiliation(s)
| | - Yu Wang
- Department of Clinical Laboratory, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 71067Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Yaxian Wu
- Department of Clinical Laboratory, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 71067Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Meng Wu
- Department of Clinical Laboratory, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 71067Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Shan Xing
- Department of Clinical Laboratory, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 71067Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Ying Xie
- Heyuan People's Hospital, Heyuan, China
| | - Shulin Chen
- Department of Clinical Laboratory, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 71067Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Xiaohui Li
- Department of Clinical Laboratory, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 71067Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Ao Zhang
- Department of Clinical Laboratory, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 71067Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Yi He
- Department of Clinical Laboratory, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 71067Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Huilan Li
- Department of Clinical Laboratory, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 71067Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Shuqin Dai
- Department of Clinical Laboratory, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 71067Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Junye Wang
- Department of Thoracic Surgery, 71067Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Shudai Lin
- School of Biology and Biological Engineering, 26467South China University of Technology, Guangzhou, China
| | - Yunmeng Bai
- School of Biology and Biological Engineering, 26467South China University of Technology, Guangzhou, China
| | - Hongli Du
- School of Biology and Biological Engineering, 26467South China University of Technology, Guangzhou, China
| | - Wanli Liu
- Department of Clinical Laboratory, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 71067Sun Yat-sen University Cancer Center, Guangzhou, China
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23
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Chatterjee G, Ferris B, Momenbeitollahi N, Li H. In-silico selection of cancer blood plasma proteins by integrating genomic and proteomic databases. Proteomics 2021; 22:e2100230. [PMID: 34933412 DOI: 10.1002/pmic.202100230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2021] [Revised: 11/15/2021] [Accepted: 12/13/2021] [Indexed: 11/11/2022]
Abstract
Blood protein markers have been studied for the clinical management of cancer. Due to the large number of the proteins existing in blood, it is often necessary to pre-select potential protein markers before experimental studies. However, to date there is a lack of automated method for in-silico selection of cancer blood proteins that integrates the information from both genetic and proteomic studies in a cancer-specific manner. In this work, we synthesized both genomic and proteomic information from several open access databases and established a bioinformatic pipeline for in-silico selection of blood plasma proteins overexpressed in specific type of cancer. We demonstrated the workflow of this pipeline with an example of breast cancer, while the methodology was applicable for other cancer types. With this pipeline we obtained 10 candidate biomarkers for breast cancer. The proposed pipeline provides a useful and convenient tool for in-silico selection of candidate blood protein biomarkers for a variety of cancer research.
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Affiliation(s)
- Gaurab Chatterjee
- School of Engineering, University of Guelph, Guelph, Ontario, Canada
| | - Bryn Ferris
- School of Engineering, University of Guelph, Guelph, Ontario, Canada
| | | | - Huiyan Li
- School of Engineering, University of Guelph, Guelph, Ontario, Canada
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24
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Dinh HQ, Pan F, Wang G, Huang QF, Olingy CE, Wu ZY, Wang SH, Xu X, Xu XE, He JZ, Yang Q, Orsulic S, Haro M, Li LY, Huang GW, Breunig JJ, Koeffler HP, Hedrick CC, Xu LY, Lin DC, Li EM. Integrated single-cell transcriptome analysis reveals heterogeneity of esophageal squamous cell carcinoma microenvironment. Nat Commun 2021; 12:7335. [PMID: 34921160 PMCID: PMC8683407 DOI: 10.1038/s41467-021-27599-5] [Citation(s) in RCA: 72] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2020] [Accepted: 11/29/2021] [Indexed: 02/05/2023] Open
Abstract
The tumor microenvironment is a highly complex ecosystem of diverse cell types, which shape cancer biology and impact the responsiveness to therapy. Here, we analyze the microenvironment of esophageal squamous cell carcinoma (ESCC) using single-cell transcriptome sequencing in 62,161 cells from blood, adjacent nonmalignant and matched tumor samples from 11 ESCC patients. We uncover heterogeneity in most cell types of the ESCC stroma, particularly in the fibroblast and immune cell compartments. We identify a tumor-specific subset of CST1+ myofibroblasts with prognostic values and potential biological significance. CST1+ myofibroblasts are also highly tumor-specific in other cancer types. Additionally, a subset of antigen-presenting fibroblasts is revealed and validated. Analyses of myeloid and T lymphoid lineages highlight the immunosuppressive nature of the ESCC microenvironment, and identify cancer-specific expression of immune checkpoint inhibitors. This work establishes a rich resource of stromal cell types of the ESCC microenvironment for further understanding of ESCC biology.
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Affiliation(s)
- Huy Q Dinh
- McArdle Laboratory for Cancer Research, University of Wisconsin-Madison School of Medicine and Public Health, Madison, WI, USA.
- Division of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, CA, USA.
| | - Feng Pan
- Guangdong Provincial Key Laboratory of Infectious Diseases and Molecular Immunopathology, The Key Laboratory of Molecular Biology for High Cancer Incidence Coastal Chaoshan Area, Shantou University Medical College, Shantou, China
- Guangdong Esophageal Cancer Research Institute, Shantou Sub-center, Shantou, China
| | - Geng Wang
- Guangdong Esophageal Cancer Research Institute, Shantou Sub-center, Shantou, China
- Department of Thoracic Surgery, Cancer Hospital of Shantou University Medical College, Shantou, China
| | - Qing-Feng Huang
- Guangdong Provincial Key Laboratory of Infectious Diseases and Molecular Immunopathology, The Key Laboratory of Molecular Biology for High Cancer Incidence Coastal Chaoshan Area, Shantou University Medical College, Shantou, China
- Guangdong Esophageal Cancer Research Institute, Shantou Sub-center, Shantou, China
| | - Claire E Olingy
- Division of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, CA, USA
| | | | | | - Xin Xu
- Guangdong Provincial Key Laboratory of Infectious Diseases and Molecular Immunopathology, The Key Laboratory of Molecular Biology for High Cancer Incidence Coastal Chaoshan Area, Shantou University Medical College, Shantou, China
- Guangdong Esophageal Cancer Research Institute, Shantou Sub-center, Shantou, China
| | - Xiu-E Xu
- Guangdong Provincial Key Laboratory of Infectious Diseases and Molecular Immunopathology, The Key Laboratory of Molecular Biology for High Cancer Incidence Coastal Chaoshan Area, Shantou University Medical College, Shantou, China
- Guangdong Esophageal Cancer Research Institute, Shantou Sub-center, Shantou, China
| | - Jian-Zhong He
- Guangdong Provincial Key Laboratory of Infectious Diseases and Molecular Immunopathology, The Key Laboratory of Molecular Biology for High Cancer Incidence Coastal Chaoshan Area, Shantou University Medical College, Shantou, China
- Guangdong Esophageal Cancer Research Institute, Shantou Sub-center, Shantou, China
| | - Qian Yang
- Department of Medicine, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Sandra Orsulic
- Department of Obstetrics and Gynecology and Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - Marcela Haro
- Department of Obstetrics and Gynecology and Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - Li-Yan Li
- Guangdong Provincial Key Laboratory of Infectious Diseases and Molecular Immunopathology, The Key Laboratory of Molecular Biology for High Cancer Incidence Coastal Chaoshan Area, Shantou University Medical College, Shantou, China
| | - Guo-Wei Huang
- Guangdong Provincial Key Laboratory of Infectious Diseases and Molecular Immunopathology, The Key Laboratory of Molecular Biology for High Cancer Incidence Coastal Chaoshan Area, Shantou University Medical College, Shantou, China
| | - Joshua J Breunig
- Board of Governors Regenerative Medicine Institute and Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - H Phillip Koeffler
- Department of Medicine, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Catherine C Hedrick
- Division of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, CA, USA
| | - Li-Yan Xu
- Guangdong Provincial Key Laboratory of Infectious Diseases and Molecular Immunopathology, The Key Laboratory of Molecular Biology for High Cancer Incidence Coastal Chaoshan Area, Shantou University Medical College, Shantou, China.
- Guangdong Esophageal Cancer Research Institute, Shantou Sub-center, Shantou, China.
| | - De-Chen Lin
- Department of Medicine, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
| | - En-Min Li
- Guangdong Provincial Key Laboratory of Infectious Diseases and Molecular Immunopathology, The Key Laboratory of Molecular Biology for High Cancer Incidence Coastal Chaoshan Area, Shantou University Medical College, Shantou, China.
- Guangdong Esophageal Cancer Research Institute, Shantou Sub-center, Shantou, China.
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25
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Zhang H, Lu D, Li Q, Lu F, Zhang J, Wang Z, Lu X, Wang J. Identification of Six Prognostic Genes in EGFR-Mutant Lung Adenocarcinoma Using Structure Network Algorithms. Front Genet 2021; 12:755245. [PMID: 34868228 PMCID: PMC8635158 DOI: 10.3389/fgene.2021.755245] [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: 08/08/2021] [Accepted: 10/25/2021] [Indexed: 01/31/2023] Open
Abstract
This study aims to determine hub genes related to the incidence and prognosis of EGFR-mutant (MT) lung adenocarcinoma (LUAD) with weighted gene coexpression network analysis (WGCNA). From The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases, we used 253 EGFR-MT LUAD samples and 38 normal lung tissue samples. At the same time, GSE19188 was additionally included to verify the accuracy of the predicted gene. To discover differentially expressed genes (DEGs), the R package “limma” was used. The R packages “WGCNA” and “survival” were used to perform WGCNA and survival analyses, respectively. The functional analysis was carried out with the R package “clusterProfiler.” In total, 1450 EGFR-MT–specific DEGs were found, and 7 tumor-related modules were marked with WGCNA. We found 6 hub genes in DEGs that overlapped with the tumor-related modules, and the overexpression level of B3GNT3 was significantly associated with the worse OS (overall survival) of the EGFR-MT LUAD patients (p < 0.05). Functional analysis of the hub genes showed the metabolism and protein synthesis–related terms added value. In conclusion, we used WGCNA to identify hub genes in the development of EGFR-MT LUAD. The established prognostic factors could be used as clinical biomarkers. To confirm the mechanism of those genes in EGFR-MT LUAD, further molecular research is required.
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Affiliation(s)
- Haomin Zhang
- Department of Hematology, The Second Medical Center, Chinese PLA General Hospital, National Clinical Research Center for Geriatric Disease, Beijing, China
| | - Di Lu
- Department of Oncology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, China.,Medical School of Chinese PLA, Beijing, China
| | - Qinglun Li
- College of Science, University of Shanghai for Science and Technology, Beijing, China
| | - Fengfeng Lu
- State Key Laboratory of Toxicology and Medical Countermeasures, Beijing Key Laboratory of Neuropsychopharmacology, Beijing Institute of Pharmacology and Toxicology, Beijing, China
| | - Jundong Zhang
- Department of Hematology, The Second Medical Center, Chinese PLA General Hospital, National Clinical Research Center for Geriatric Disease, Beijing, China.,Medical School of Chinese PLA, Beijing, China
| | - Zining Wang
- Department of Hematology, The Second Medical Center, Chinese PLA General Hospital, National Clinical Research Center for Geriatric Disease, Beijing, China.,Medical School of Chinese PLA, Beijing, China
| | - Xuechun Lu
- Department of Hematology, The Second Medical Center, Chinese PLA General Hospital, National Clinical Research Center for Geriatric Disease, Beijing, China
| | - Jinliang Wang
- Department of Oncology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, China
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26
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Wang J, Yu L, Sun Y, Zhang L, Tu M, Cai L, Yin X, Pan X, Wang T, Huang Y. Development and Evaluation of Serum CST1 Detection for Early Diagnosis of Esophageal Squamous Cell Carcinoma. Cancer Manag Res 2021; 13:8341-8352. [PMID: 34764696 PMCID: PMC8577471 DOI: 10.2147/cmar.s337497] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Accepted: 10/19/2021] [Indexed: 01/05/2023] Open
Abstract
Purpose Our pilot study has shown that cystatin SN (CST1) protein is highly expressed in esophageal squamous cell carcinoma (ESCC) tissues. We intend to develop a chemiluminescent enzyme immunoassay (CLEIA) available for serum CST1 detection and define the diagnostic value of CST1 detection for early ESCC patients, and establish a panel of CST1 with traditional tumor markers to improve the diagnostic sensitivity for early ESCC. Methods Detection performance of CLEIA for CST1 was evaluated by linearity, detection limit, accuracy, precision, anti-interference and stability. Diagnostic performance of CST1 for early ESCC was evaluated by detecting CST1 of 112 early ESCC, 107 esophageal benign lesions (EBL), and 151 healthy controls (HC). CEA, CYFRA21-1 and SCC-Ag were detected by chemiluminescence immunoassay (CLIA). Results The linear range and detection limit of CLEIA for CST1 were 6.25-400 pg/mL and 1.35 pg/mL, respectively; the average recovery rate was 102.65%; CVs of intra-batch precision and inter-batch precision were <1/4 TEa and <1/3 TEa, respectively; 8 interferents including 7 common interferents and CST4 had no interference on CST1 detection; stability evaluation showed good sample and reagent stability. The level and positive rate of CST1 in early ESCC group were significantly higher than those in EBL/HC groups (P<0.05). The diagnostic sensitivity of CST1 for early ESCC was 31.25% (specificity 92.64%, AUC 0.654). The diagnostic sensitivity of traditional tumor markers ranged from 16.07% to 28.57%, at >93.0% specificity, and SCC-Ag showed the highest AUC (0.709). Combination of CST1 and CEA, SCC-Ag exhibited the highest AUC up to 0.736 (sensitivity 49.11%, specificity 89.53%). Conclusion CLEIA has excellent detection performance for CST1. CST1 might be a prospective serological biomarker for early diagnosis of ESCC, while combination of CST1 and CEA, SCC-Ag might improve the early diagnostic performance.
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Affiliation(s)
- Jianwei Wang
- Provincial Clinical College, Fujian Medical University, Fuzhou, 350001, People's Republic of China.,Department of Clinical Laboratory, Fujian Provincial Hospital South Branch, Fuzhou, 350008, People's Republic of China
| | - Lili Yu
- Provincial Clinical College, Fujian Medical University, Fuzhou, 350001, People's Republic of China.,Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, 350001, People's Republic of China
| | - Yulong Sun
- Shanghai Liangrun Biomedicine Technology Limited Company, Shanghai, 200000, People's Republic of China
| | - Liangming Zhang
- Provincial Clinical College, Fujian Medical University, Fuzhou, 350001, People's Republic of China.,Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, 350001, People's Republic of China
| | - Mingshu Tu
- Provincial Clinical College, Fujian Medical University, Fuzhou, 350001, People's Republic of China.,Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, 350001, People's Republic of China
| | - Liqing Cai
- Provincial Clinical College, Fujian Medical University, Fuzhou, 350001, People's Republic of China.,Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, 350001, People's Republic of China
| | - Xiaoqing Yin
- Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, 350001, People's Republic of China.,Integrated Chinese and Western Medicine College, Fujian University of Traditional Chinese Medicine, Fuzhou, 350001, People's Republic of China
| | - Xiaojie Pan
- Provincial Clinical College, Fujian Medical University, Fuzhou, 350001, People's Republic of China.,Department of Thoracic Surgery, Fujian Provincial Hospital, Fuzhou, 350001, People's Republic of China
| | - Tao Wang
- Shanghai Liangrun Biomedicine Technology Limited Company, Shanghai, 200000, People's Republic of China
| | - Yi Huang
- Provincial Clinical College, Fujian Medical University, Fuzhou, 350001, People's Republic of China.,Department of Clinical Laboratory, Fujian Provincial Hospital, Fuzhou, 350001, People's Republic of China.,Central Laboratory, Fujian Provincial Hospital, Fuzhou, 350001, People's Republic of China.,Center for Experimental Research in Clinical Medicine, Fujian Provincial Hospital, Fuzhou, 350001, People's Republic of China
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27
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Kenney J, Ndoye A, Lamar JM, DiPersio CM. Comparative use of CRISPR and RNAi to modulate integrin α3β1 in triple negative breast cancer cells reveals that some pro-invasive/pro-metastatic α3β1 functions are independent of global regulation of the transcriptome. PLoS One 2021; 16:e0254714. [PMID: 34270616 PMCID: PMC8284828 DOI: 10.1371/journal.pone.0254714] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Accepted: 07/01/2021] [Indexed: 12/13/2022] Open
Abstract
Integrin receptors for the extracellular matrix play critical roles at all stages of carcinogenesis, including tumor growth, tumor progression and metastasis. The laminin-binding integrin α3β1 is expressed in all epithelial tissues where it has important roles in cell survival, migration, proliferation, and gene expression programs during normal and pathological tissue remodeling. α3β1 signaling and adhesion functions promote tumor growth and metastasis in a number of different types of cancer cells. Previously, we used RNA interference (RNAi) technology to suppress the expression of the ITGA3 gene (encoding the α3 subunit) in the triple-negative breast cancer cell line, MDA-MB-231, thereby generating variants of this line with reduced expression of integrin α3β1. This approach revealed that α3β1 promotes pro-tumorigenic functions such as cell invasion, lung metastasis, and gene regulation. In the current study, we used CRISPR technology to knock out the ITGA3 gene in MDA-MB-231 cells, thereby ablating expression of integrin α3β1 entirely. RNA-seq analysis revealed that while the global transcriptome was altered substantially by RNAi-mediated suppression of α3β1, it was largely unaffected following CRISPR-mediated ablation of α3β1. Moreover, restoring α3β1 to the latter cells through inducible expression of α3 cDNA failed to alter gene expression substantially, suggesting that use of CRISPR to abolish α3β1 led to a decoupling of the integrin from its ability to regulate the transcriptome. Interestingly, both cell invasion in vitro and metastatic colonization in vivo were reduced when α3β1 was abolished using CRISPR, as we observed previously using RNAi to suppress α3β1. Taken together, our results show that pro-invasive/pro-metastatic roles for α3β1 are not dependent on its ability to regulate the transcriptome. Moreover, our finding that use of RNAi versus CRISPR to target α3β1 produced distinct effects on gene expression underlines the importance of using multiple approaches to obtain a complete picture of an integrin’s functions in cancer cells.
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Affiliation(s)
- James Kenney
- Department of Regenerative and Cancer Cell Biology, Albany Medical College, Albany, New York, United States of America
| | - Abibatou Ndoye
- Department of Surgery, Albany Medical College, Albany, New York, United States of America
| | - John M. Lamar
- Department of Molecular and Cellular Physiology, Albany Medical College, Albany, New York, United States of America
| | - C. Michael DiPersio
- Department of Surgery, Albany Medical College, Albany, New York, United States of America
- Department of Molecular and Cellular Physiology, Albany Medical College, Albany, New York, United States of America
- * E-mail:
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Feltes BC, Poloni JDF, Dorn M. Benchmarking and Testing Machine Learning Approaches with BARRA:CuRDa, a Curated RNA-Seq Database for Cancer Research. J Comput Biol 2021; 28:931-944. [PMID: 34264745 DOI: 10.1089/cmb.2020.0463] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
RNA-seq is gradually becoming the dominating technique employed to access the global gene expression in biological samples, allowing more flexible protocols and robust analysis. However, the nature of RNA-seq results imposes new data-handling challenges when it comes to computational analysis. With the increasing employment of machine learning (ML) techniques in biomedical sciences, databases that could provide curated data sets treated with state-of-the-art approaches already adapted to ML protocols, become essential for testing new algorithms. In this study, we present the Benchmarking of ARtificial intelligence Research: Curated RNA-seq Database (BARRA:CuRDa). BARRA:CuRDa was built exclusively for cancer research and is composed of 17 handpicked RNA-seq data sets for Homo sapiens that were gathered from the Gene Expression Omnibus, using rigorous filtering criteria. All data sets were individually submitted to sample quality analysis, removal of low-quality bases and artifacts from the experimental process, removal of ribosomal RNA, and estimation of transcript-level abundance. Moreover, all data sets were tested using standard approaches in the field, which allows them to be used as benchmark to new ML approaches. A feature selection analysis was also performed on each data set to investigate the biological accuracy of basic techniques. Results include genes already related to their specific tumoral tissue a large amount of long noncoding RNA and pseudogenes. BARRA:CuRDa is available at http://sbcb.inf.ufrgs.br/barracurda.
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Affiliation(s)
- Bruno César Feltes
- Institute of Informatics, Department of Theoretical Computer Science, Federal University of Rio Grande do Sul, Porto Alegre, Brazil.,Institute of Biosciences, Department of Biophysics, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Joice De Faria Poloni
- Institute of Informatics, Department of Theoretical Computer Science, Federal University of Rio Grande do Sul, Porto Alegre, Brazil.,EMBRAPA Agroenergy, Distrito Federal, Brasília, Brazil
| | - Márcio Dorn
- Institute of Informatics, Department of Theoretical Computer Science, Federal University of Rio Grande do Sul, Porto Alegre, Brazil.,Center of Biotechnology, Federal University of Rio Grande do Sul, Porto Alegre, Brazil.,National Institute of Science and Technology, Forensic Science, Porto Alegre, Brazil
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Ding J, Wang X, Gao J, Song T. Silencing of cystatin SN abrogates cancer progression and stem cell properties in papillary thyroid carcinoma. FEBS Open Bio 2021. [PMID: 34102026 PMCID: PMC8329778 DOI: 10.1002/2211-5463.13221] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Revised: 03/29/2021] [Accepted: 06/07/2021] [Indexed: 01/03/2023] Open
Abstract
Papillary thyroid carcinoma (PTC) accounts for approximately 80% of total thyroid cancers worldwide. Although the prognosis for early‐stage PTC is favorable, the 5‐year survival rate of patients with late‐stage PTC is still very poor. Cystatin SN (cystatin 1, CST1) facilitates the progression of multiple cancers, but its role in regulating PTC pathogenesis is still largely unknown. In this study, we measured the expression levels of CST1 in PTC clinical tissues and cell lines by real‐time quantitative PCR and western blot analysis, and we performed gain‐ and loss‐of‐function experiments to examine the effects of CST1 on PTC cell growth, invasion, migration, epithelial–mesenchymal transition and stemness. Tumorigenicity was assessed using in vivo tumor‐bearing nude mouse models. As expected, upregulated CST1 was observed in PTC tissues (P < 0.05) and cells, compared with their normal counterparts (P < 0.05); furthermore, patients with PTC with higher levels of CST1 exhibited unfavorable prognosis (P < 0.05). In addition, CST1 ablation inhibited PTC cell growth (P < 0.05) in vivo and in vitro. Silencing of CST1 also inhibited cell motility and epithelial–mesenchymal transition in PTC cells (P < 0.05), whereas CST1 overexpression had the opposite effects on the earlier cellular functions. Notably, up‐regulation of CST1 promoted cell spheroid formation (P < 0.05) and increased the expression levels of stemness signatures (P < 0.05) in PTC cells. Collectively, these findings suggest that CST1 functions as an oncogene to facilitate cancer development and promote cancer stem cell properties in PTC cells, increasing our understanding of PTC pathogenesis mechanisms and possibly aiding in the development of potential therapeutic strategies.
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Affiliation(s)
- Jiaojiao Ding
- Department of Ultrasound, First Affiliated Hospital of Xinjiang Medical University, Urumqi, China
| | - Xiaorong Wang
- Department of Ultrasound, First Affiliated Hospital of Xinjiang Medical University, Urumqi, China
| | - Junxi Gao
- Department of Ultrasound, First Affiliated Hospital of Xinjiang Medical University, Urumqi, China
| | - Tao Song
- Department of Ultrasound, First Affiliated Hospital of Xinjiang Medical University, Urumqi, China
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miRNA-6715-5p Inhibits Cellular Proliferation and Invasion in Colorectal Cancer by Directly Targeting CST4. JOURNAL OF ONCOLOGY 2021; 2021:7615712. [PMID: 34194498 PMCID: PMC8181091 DOI: 10.1155/2021/7615712] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Revised: 04/13/2021] [Accepted: 05/22/2021] [Indexed: 12/13/2022]
Abstract
Background Data on the correlation between CST4 and colorectal cancer (CRC) metastasis are scarce. The aim of this study was to analyze CST4 expression and investigate its biological roles and related microRNA- (miRNA-) mediated regulation in CRC. Methods The expression of CST4 was examined in cancer tissues and their corresponding adjacent normal tissues from 40 gastric adenocarcinoma patients. The expression level of CST4 in specimens (cancer and normal tissues) was assessed through immunohistochemistry and/or quantitative polymerase chain reaction. miRNAs targeting CST4 in CRC were predicted by bioinformatics software. CST4 was knocked down in HCT116 cells and candidate miRNAs were transfected into HCT116 cells, and the effects of CST4 knockdown and miRNA transfection on cell proliferation and invasion were examined using CCK8, cell colony formation, and Transwell migration assays. Luciferase double-reporter assays were performed to verify the relationship between miRNA and CST4. Results The expression of CST4 in CRC tissues was significantly higher than that in normal paracancerous tissues, but the results for miRNA-6715-5p were opposite. Regardless of CST4 knockdown or miRNA-6715-5p overexpression, the proliferation and invasion ability of HCT116 cells decreased significantly. Luciferase double-reporter assays showed that the upregulation of miR-6715-5p significantly reduced the luciferase activities of the CST4 3'-UTR plasmid in HCT116 cells. Conclusion CST4 may be involved in CRC proliferation and metastasis. miRNA-6715-5p directly targets CST4 and negatively regulates its expression.
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Liu Y, Liao L, An C, Wang X, Li Z, Xu Z, Liu J, Liu S. α-Enolase Lies Downstream of mTOR/HIF1α and Promotes Thyroid Carcinoma Progression by Regulating CST1. Front Cell Dev Biol 2021; 9:670019. [PMID: 33968941 PMCID: PMC8097056 DOI: 10.3389/fcell.2021.670019] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Accepted: 03/29/2021] [Indexed: 12/31/2022] Open
Abstract
Novel therapy strategies are crucial for thyroid carcinoma treatment. It is increasingly important to clarify the mechanism of thyroid carcinoma progression. Several studies demonstrate that α-Enolase (ENO1) participates in cancer development; nevertheless, the role of ENO1 in thyroid carcinoma progression remains unclear. In the present study, we found that the expression of ENO1 was upregulated in thyroid carcinoma samples. Proliferation and migration of thyroid carcinoma cells were suppressed by depletion of ENO1; conversely, ENO1 overexpression promoted thyroid carcinoma cell growth and invasion. To elucidate the mechanisms, we found that the hypoxia-related mTOR/HIF1 pathway regulated ENO1 expression. ENO1 regulated the expression of CST1; knockdown of CST1 reversed the tumorigenicity enhanced by ENO1 overexpression. Taken together, our findings provide a theoretical foundation for thyroid carcinoma treatment.
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Affiliation(s)
- Yang Liu
- Department of Head and Neck Surgical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Lida Liao
- Department of Head and Neck Surgical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Changming An
- Department of Head and Neck Surgical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xiaolei Wang
- Department of Head and Neck Surgical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Zhengjiang Li
- Department of Head and Neck Surgical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Zhengang Xu
- Department of Head and Neck Surgical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jie Liu
- Department of Head and Neck Surgical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Shaoyan Liu
- Department of Head and Neck Surgical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
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Mining the plasma-proteome associated genes in patients with gastro-esophageal cancers for biomarker discovery. Sci Rep 2021; 11:7590. [PMID: 33828156 PMCID: PMC8027878 DOI: 10.1038/s41598-021-87037-w] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Accepted: 03/15/2021] [Indexed: 12/22/2022] Open
Abstract
Gastro-esophageal (GE) cancers are one of the major causes of cancer-related death in the world. There is a need for novel biomarkers in the management of GE cancers, to yield predictive response to the available therapies. Our study aims to identify leading genes that are differentially regulated in patients with these cancers. We explored the expression data for those genes whose protein products can be detected in the plasma using the Cancer Genome Atlas to identify leading genes that are differentially regulated in patients with GE cancers. Our work predicted several candidates as potential biomarkers for distinct stages of GE cancers, including previously identified CST1, INHBA, STMN1, whose expression correlated with cancer recurrence, or resistance to adjuvant therapies or surgery. To define the predictive accuracy of these genes as possible biomarkers, we constructed a co-expression network and performed complex network analysis to measure the importance of the genes in terms of a ratio of closeness centrality (RCC). Furthermore, to measure the significance of these differentially regulated genes, we constructed an SVM classifier using machine learning approach and verified these genes by using receiver operator characteristic (ROC) curve as an evaluation metric. The area under the curve measure was > 0.9 for both the overexpressed and downregulated genes suggesting the potential use and reliability of these candidates as biomarkers. In summary, we identified leading differentially expressed genes in GE cancers that can be detected in the plasma proteome. These genes have potential to become diagnostic and therapeutic biomarkers for early detection of cancer, recurrence following surgery and for development of targeted treatment.
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Zhang H, Shi Q, Yang Z, Wang K, Zhang Z, Huang Z, Cui X, Li F. An Extracellular Matrix-Based Signature Associated With Immune Microenvironment Predicts the Prognosis and Therapeutic Responses of Patients With Oesophageal Squamous Cell Carcinoma. Front Mol Biosci 2021; 8:598427. [PMID: 33869274 PMCID: PMC8044946 DOI: 10.3389/fmolb.2021.598427] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2020] [Accepted: 02/23/2021] [Indexed: 12/13/2022] Open
Abstract
Evidence has suggested that the cancer-associated extracellular matrix (ECM) could be recognised as immune-related biomarkers that modulate tumour progression and expansion. However, the ECM-associated immune effect on esophageal squamous cell carcinoma (ESCC) prognosis and therapy has not been well characterised. In our study, we first constructed an ECM-related signature including four genes CST1, NELL2, ADAMTSL4, and ANGPTL7 by multivariate Cox regression analyses. This signature could serve as a marker to evaluate the prognosis of patients with ESCC and was successfully validated in testing and combined (training plus testing) cohorts. We also found that there were significant different therapeutic responses to chemotherapy and targeted drugs between the high-risk and low-risk groups of patients defined by the signature. Furthermore, the expression of four genes and immune function analysis suggested that this ECM-related signature gene might play important roles in the changes of the tumour microenvironment. In conclusion, our findings demonstrated that the ECM-related signature might serve as an independent prognostic factor and provide a potential biomarker for chemotherapy responses for patients with ESCC.
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Affiliation(s)
- Hongpan Zhang
- Department of Pathology and Medical Research Center, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
| | - Qi Shi
- Department of Pathology and Medical Research Center, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
| | - Zhihao Yang
- Department of Pathology and Key Laboratory for Xinjiang Endemic and Ethnic Diseases, Shihezi University School of Medicine, Shihezi, China
| | - Kaige Wang
- Department of Pathology and Medical Research Center, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
| | - Zhiyu Zhang
- Department of Pathology and Medical Research Center, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
| | - Zheng Huang
- Department of Pathology and Key Laboratory for Xinjiang Endemic and Ethnic Diseases, Shihezi University School of Medicine, Shihezi, China
| | - Xiaobin Cui
- Department of Pathology and Key Laboratory for Xinjiang Endemic and Ethnic Diseases, Shihezi University School of Medicine, Shihezi, China
| | - Feng Li
- Department of Pathology and Medical Research Center, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China.,Department of Pathology and Key Laboratory for Xinjiang Endemic and Ethnic Diseases, Shihezi University School of Medicine, Shihezi, China
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Chen S, Liu Y, Zhang K, Chen L. CST1 Promoted Gastric Cancer Migration and Invasion Through Activating Wnt Pathway. Cancer Manag Res 2021; 13:1901-1907. [PMID: 33658852 PMCID: PMC7917319 DOI: 10.2147/cmar.s277770] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Accepted: 11/30/2020] [Indexed: 01/03/2023] Open
Abstract
Introduction Gastric cancer is one of the main reasons of cancer-induced death, exploring the molecular mechanisms of gastric cancer progression is critical for gastric cancer therapy. Here, we studied the role of cysteine protease inhibitor CST1 in gastric cancer progression. Methods Matrigel-coated or -uncoated transwell assay was used to determine the effect of CST1 on gastric cancer invasion and migration, luciferase reporter system was used to determine the effect of CST1 on Wnt pathway activity. Results CST1 had high expression levels in gastric cancer tissues and cells, patients who had high CST1 expression had poor outcome. Overexpression of CST1 increased gastric cancer migration and invasion, while knockdown of CST1 suppressed gastric cancer migration invasion. Mechanism analysis showed CST1 promoted WNT signaling pathway activity, promoted the nuclear translocation of β-catenin and the expression of Wnt signaling targets. Inhibition of Wnt pathway in CST1 overexpression cells inhibited migration and invasion, suggesting CST1 promoted gastric cancer cell migration and invasion through activating the Wnt pathway. Conclusion In summary, we found CST1 promoted gastric cancer migration and invasion through activating Wnt signaling, providing a novel target for gastric cancer therapy.
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Affiliation(s)
- Si Chen
- Department of Gastroenterology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, 230001, Anhui, People's Republic of China
| | - Yingling Liu
- Department of Gastroenterology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, 230001, Anhui, People's Republic of China
| | - Kaiguang Zhang
- Department of Gastroenterology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, 230001, Anhui, People's Republic of China
| | - Lele Chen
- Department of Gastroenterology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, 230001, Anhui, People's Republic of China
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Park AY, Seo BK, Han MR. Breast Ultrasound Microvascular Imaging and Radiogenomics. Korean J Radiol 2021; 22:677-687. [PMID: 33569931 PMCID: PMC8076833 DOI: 10.3348/kjr.2020.1166] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2020] [Revised: 11/13/2020] [Accepted: 12/10/2020] [Indexed: 02/07/2023] Open
Abstract
Microvascular ultrasound (US) techniques are advanced Doppler techniques that provide high sensitivity and spatial resolution for detailed visualization of low-flow vessels. Microvascular US imaging can be applied to breast lesion evaluation with or without US contrast agents. Microvascular US imaging without a contrast agent uses a sophisticated wall filtering system to selectively obtain low-flow Doppler signals from overlapped artifacts. Microvascular US imaging with second-generation contrast agents amplifies flow signals and makes them last longer, which facilitates hemodynamic evaluation of breast lesions. In this review article, we will introduce various microvascular US techniques, explain their clinical applications in breast cancer diagnosis and radiologic-histopathologic correlation, and provide a summary of a recent radiogenomic study using microvascular US.
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Affiliation(s)
- Ah Young Park
- Department of Radiology, Bundang CHA Medical Center, CHA University, Seongnam, Korea
| | - Bo Kyoung Seo
- Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Korea.
| | - Mi Ryung Han
- Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Korea
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Chen B, Lai J, Dai D, Chen R, Liao N, Gao G, Tang H. PARPBP is a prognostic marker and confers anthracycline resistance to breast cancer. Ther Adv Med Oncol 2020; 12:1758835920974212. [PMID: 33281951 PMCID: PMC7692344 DOI: 10.1177/1758835920974212] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2020] [Accepted: 10/23/2020] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND PARPBP (PARP1 binding protein) is an important suppressor of homologous recombination during DNA repair, but the expression and function of PARPBP in breast cancer remain unclear. METHODS PARPBP expression was analyzed in breast cancer patient samples and public datasets for its correlation with clinical outcome. The function of PARPBP in breast cancer cell proliferation and anthracycline treatment response were studied both in vitro and in vivo. RESULTS PARPBP was upregulated significantly at both mRNA and protein levels in breast cancer tissues compared with normal breast tissues. PARPBP high expression group had poorer overall survival (OS) than the PARPBP low expression group. Knockdown of PARPBP suppressed breast cancer cell proliferation and colony formation while overexpression of PARPBP did the opposite. We found that transcription factor forkhead box M1 (FOXM1) could activate PARPBP expression by directly binding to the promoter of PARPBP. In addition, high expression of PARPBP related with anthracycline resistance in breast cancer. Depletion of PARPBP increased breast cancer cell apoptosis and DNA damage caused by epirubicin. Moreover, tumor xenograft experiments further demonstrated that PARPBP was involved in breast cancer anthracycline resistance. CONCLUSION Taken together, our results highlight that PARPBP is a prognostic marker and confers anthracycline resistance on breast cancer.
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Affiliation(s)
- Bo Chen
- Department of Breast Cancer, Cancer Center, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, Guangdong, 510080, China
| | - Jianguo Lai
- Department of Breast Cancer, Cancer Center, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, Guangdong, China
| | - Danian Dai
- Department of Breast Cancer, Cancer Center, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, Guangdong, China
| | - Rong Chen
- Department of Breast Oncology, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China
| | - Ning Liao
- Department of Breast Cancer, Cancer Center, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, Guangdong, 510080, China
| | - Guanfeng Gao
- Department of Breast Oncology, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China
| | - Hailin Tang
- Department of Breast Oncology, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China
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Li Y, Pang X, Cui Z, Zhou Y, Mao F, Lin Y, Zhang X, Shen S, Zhu P, Zhao T, Sun Q, Zhang J. Genetic factors associated with cancer racial disparity - an integrative study across twenty-one cancer types. Mol Oncol 2020; 14:2775-2786. [PMID: 32920960 PMCID: PMC7607166 DOI: 10.1002/1878-0261.12799] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2020] [Revised: 08/07/2020] [Accepted: 08/19/2020] [Indexed: 12/13/2022] Open
Abstract
It is well known that different racial groups have significantly different incidence and mortality rates for certain cancers. It has been suggested that biological factors play a major role in these cancer racial disparities. Previous studies on the biological factors contributing to cancer racial disparity have generated a very large number of candidate factors, although there is modest agreement among the results of the different studies. Here, we performed an integrative analysis using genomic data of 21 cancer types from TCGA, GTEx, and the 1000 Genomes Project to identify biological factors contributing to racial disparity in cancer. We also built a companion website with additional results for cancer researchers to freely mine. Our study identified genes, gene families, and pathways displaying similar differential expression patterns between different racial groups across multiple cancer types. Among them, XKR9 gene expression was found to be significantly associated with overall survival for all cancers combined as well as for several individual cancers. Our results point to the interesting hypothesis that XKR9 could be a novel drug target for cancer immunotherapy. Bayesian network modeling showed that XKR9 is linked to important cancer-related genes, including FOXM1, cyclin B1, and RB1CC1 (RB1 regulator). In addition, metabolic pathways, neural signaling pathways, and several cancer-related gene families were found to be significantly associated with cancer racial disparities for multiple cancer types. Single nucleotide polymorphisms (SNPs) discovered through integrating data from the TCGA, GTEx, and 1000 Genomes databases provide biologists the opportunity to test highly promising, targeted hypotheses to gain a deeper understanding of the genetic drivers of cancer racial disparity and cancer biology in general.
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Affiliation(s)
- Yan Li
- Department of Breast SurgeryPeking Union Medical College HospitalPeking Union Medical CollegeChinese Academy of Medical SciencesBeijingChina
| | | | - Zihan Cui
- Department of StatisticsFlorida State UniversityTallahasseeFLUSA
| | - Yidong Zhou
- Department of Breast SurgeryPeking Union Medical College HospitalPeking Union Medical CollegeChinese Academy of Medical SciencesBeijingChina
| | - Feng Mao
- Department of Breast SurgeryPeking Union Medical College HospitalPeking Union Medical CollegeChinese Academy of Medical SciencesBeijingChina
| | - Yan Lin
- Department of Breast SurgeryPeking Union Medical College HospitalPeking Union Medical CollegeChinese Academy of Medical SciencesBeijingChina
| | - Xiaohui Zhang
- Department of Breast SurgeryPeking Union Medical College HospitalPeking Union Medical CollegeChinese Academy of Medical SciencesBeijingChina
| | - Songjie Shen
- Department of Breast SurgeryPeking Union Medical College HospitalPeking Union Medical CollegeChinese Academy of Medical SciencesBeijingChina
| | - Peixin Zhu
- Boston Biosciences Inc.BostonMAUSA
- Broad Institute of Harvard & MITCambridgeMAUSA
- McGovern Institute for Brain ResearchMITCambridgeMAUSA
| | - Tingting Zhao
- Department of GeographyFlorida State UniversityTallahasseeFLUSA
| | - Qiang Sun
- Department of Breast SurgeryPeking Union Medical College HospitalPeking Union Medical CollegeChinese Academy of Medical SciencesBeijingChina
| | - Jinfeng Zhang
- Department of StatisticsFlorida State UniversityTallahasseeFLUSA
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García-Calzón S, Perfilyev A, Martinell M, Ustinova M, Kalamajski S, Franks PW, Bacos K, Elbere I, Pihlajamäki J, Volkov P, Vaag A, Groop L, Maziarz M, Klovins J, Ahlqvist E, Ling C. Epigenetic markers associated with metformin response and intolerance in drug-naïve patients with type 2 diabetes. Sci Transl Med 2020; 12:12/561/eaaz1803. [DOI: 10.1126/scitranslmed.aaz1803] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2019] [Revised: 01/27/2020] [Accepted: 08/24/2020] [Indexed: 12/14/2022]
Abstract
Metformin is the first-line pharmacotherapy for managing type 2 diabetes (T2D). However, many patients with T2D do not respond to or tolerate metformin well. Currently, there are no phenotypes that successfully predict glycemic response to, or tolerance of, metformin. We explored whether blood-based epigenetic markers could discriminate metformin response and tolerance by analyzing genome-wide DNA methylation in drug-naïve patients with T2D at the time of their diagnosis. DNA methylation of 11 and 4 sites differed between glycemic responders/nonresponders and metformin-tolerant/intolerant patients, respectively, in discovery and replication cohorts. Greater methylation at these sites associated with a higher risk of not responding to or not tolerating metformin with odds ratios between 1.43 and 3.09 per 1-SD methylation increase. Methylation risk scores (MRSs) of the 11 identified sites differed between glycemic responders and nonresponders with areas under the curve (AUCs) of 0.80 to 0.98. MRSs of the 4 sites associated with future metformin intolerance generated AUCs of 0.85 to 0.93. Some of these blood-based methylation markers mirrored the epigenetic pattern in adipose tissue, a key tissue in diabetes pathogenesis, and genes to which these markers were annotated to had biological functions in hepatocytes that altered metformin-related phenotypes. Overall, we could discriminate between glycemic responders/nonresponders and participants tolerant/intolerant to metformin at diagnosis by measuring blood-based epigenetic markers in drug-naïve patients with T2D. This epigenetics-based tool may be further developed to help patients with T2D receive optimal therapy.
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Affiliation(s)
- Sonia García-Calzón
- Epigenetics and Diabetes Unit, Department of Clinical Sciences, Lund University Diabetes Centre, Scania University Hospital, 214 28 Malmö, Sweden
- Department of Nutrition, Food Science and Physiology, University of Navarra, 31008 Pamplona, Spain
| | - Alexander Perfilyev
- Epigenetics and Diabetes Unit, Department of Clinical Sciences, Lund University Diabetes Centre, Scania University Hospital, 214 28 Malmö, Sweden
| | - Mats Martinell
- Department of Public Health and Caring Sciences, Uppsala University, 751 22 Uppsala, Sweden
| | - Monta Ustinova
- Latvian Biomedical Research and Study Centre, Rātsupītes Street 1, k-1, Riga LV-1067, Latvia
| | - Sebastian Kalamajski
- Genetic and Molecular Epidemiology Unit, Department of Clinical Sciences, Lund University Diabetes Centre, 214 28 Malmö, Sweden
| | - Paul W. Franks
- Genetic and Molecular Epidemiology Unit, Department of Clinical Sciences, Lund University Diabetes Centre, 214 28 Malmö, Sweden
| | - Karl Bacos
- Epigenetics and Diabetes Unit, Department of Clinical Sciences, Lund University Diabetes Centre, Scania University Hospital, 214 28 Malmö, Sweden
| | - Ilze Elbere
- Latvian Biomedical Research and Study Centre, Rātsupītes Street 1, k-1, Riga LV-1067, Latvia
| | - Jussi Pihlajamäki
- Institute of Public Health and Clinical Nutrition, Internal Medicine, University of Eastern Finland, 70211 Kuopio, Finland
- Clinical Nutrition and Obesity Center, Kuopio University Hospital, 70210 Kuopio, Finland
| | - Petr Volkov
- Epigenetics and Diabetes Unit, Department of Clinical Sciences, Lund University Diabetes Centre, Scania University Hospital, 214 28 Malmö, Sweden
| | - Allan Vaag
- Type 2 Diabetes Biology Research, Steno Diabetes Center, 2820 Gentofte, Denmark
| | - Leif Groop
- Genomics, Diabetes and Endocrinology Unit, Department of Clinical Sciences, Lund University Diabetes Centre, Scania University Hospital, 214 28 Malmö, Sweden
| | - Marlena Maziarz
- Bioinformatics Unit, Department of Clinical Sciences, Lund University Diabetes Centre, 214 28 Malmö, Sweden
| | - Janis Klovins
- Latvian Biomedical Research and Study Centre, Rātsupītes Street 1, k-1, Riga LV-1067, Latvia
- Faculty of Biology, University of Latvia, Riga LV-1004, Latvia
| | - Emma Ahlqvist
- Genomics, Diabetes and Endocrinology Unit, Department of Clinical Sciences, Lund University Diabetes Centre, Scania University Hospital, 214 28 Malmö, Sweden
| | - Charlotte Ling
- Epigenetics and Diabetes Unit, Department of Clinical Sciences, Lund University Diabetes Centre, Scania University Hospital, 214 28 Malmö, Sweden
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Yan Z, Liu L, Jiao L, Wen X, Liu J, Wang N. Bioinformatics Analysis and Identification of Underlying Biomarkers Potentially Linking Allergic Rhinitis and Asthma. Med Sci Monit 2020; 26:e924934. [PMID: 32460303 PMCID: PMC7278529 DOI: 10.12659/msm.924934] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Background Rhinitis is the most common clinical manifestation of allergy, affecting more than 400 million people around the world. Rhinitis increases the risk of developing bronchial hyper-responsiveness and asthma. Previous studies have shown that rhinitis is closely related with the physiology, pathology, and pathogenesis of asthma. We analyzed co-expressed genes to explore the relationships between rhinitis and asthma and to find biomarkers of comorbid rhinitis and asthma. Material/Methods Asthma- and rhinitis-related differentially-expressed genes (DEGs) were identified by bioinformatic analysis of GSE104468 and GSE46171 datasets from the Gene Expression Omnibus (GEO) database. After assessment of Gene Ontology (GO) terms and pathway enrichment for DEGs, a protein–protein interaction (PPI) network was conducted via comprehensive target prediction and network analyses. We also evaluated co-expressed DEGs and corresponding predicted miRNAs involved in the developing process of rhinitis and asthma. Results We identified 687 and 1001 DEGs in bronchial and nasal epithelia samples of asthma patients, respectively. For patients with rhinitis, we found 245 DEGs. The hub-genes of PAX6, NMU, NTS, NMUR1, PMCH, and KRT6A may be associated with rhinitis, while CPA3, CTSG, POSTN, CLCA1, HDC, and MUC5B may be involved in asthma. The co-expressed DEGs of BPIFA1, CCL26, CPA3, and CST1, together with corresponding predicted miRNAs (e.g., miR-195-5p and miR-125a-3p) were found to be significantly correlated with rhinitis and asthma. Conclusions Rhinitis and asthma are related, and there are significant correlations of BPIFA1, CCL26, CPA3, and CST1 genes with novel biomarkers involved in the comorbidity of rhinitis and asthma.
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Affiliation(s)
- Zhanfeng Yan
- Department of Otorhinolaryngology Head and Neck Surgery, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China (mainland).,Department of Otorhinolaryngology, Dongzhimen Hospital, The First Affiliated Hospital of Beijing University of Chinese Medicine, Beijing, China (mainland)
| | - Lili Liu
- Department of Otorhinolaryngology, Dongzhimen Hospital, The First Affiliated Hospital of Beijing University of Chinese Medicine, Beijing, China (mainland)
| | - Lulu Jiao
- Department of Otorhinolaryngology, Dongzhimen Hospital, The First Affiliated Hospital of Beijing University of Chinese Medicine, Beijing, China (mainland)
| | - Xiaohui Wen
- Department of Otorhinolaryngology Head and Neck Surgery, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China (mainland)
| | - Jianhua Liu
- Department of Otorhinolaryngology, Dongzhimen Hospital, The First Affiliated Hospital of Beijing University of Chinese Medicine, Beijing, China (mainland)
| | - Ningyu Wang
- Department of Otorhinolaryngology Head and Neck Surgery, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China (mainland)
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Wu SY, Lee CF, Lai HT, Yu CT, Lee JE, Zuo H, Tsai SY, Tsai MJ, Ge K, Wan Y, Chiang CM. Opposing Functions of BRD4 Isoforms in Breast Cancer. Mol Cell 2020; 78:1114-1132.e10. [PMID: 32446320 DOI: 10.1016/j.molcel.2020.04.034] [Citation(s) in RCA: 84] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2019] [Revised: 03/12/2020] [Accepted: 04/28/2020] [Indexed: 12/21/2022]
Abstract
Bromodomain-containing protein 4 (BRD4) is a cancer therapeutic target in ongoing clinical trials disrupting primarily BRD4-regulated transcription programs. The role of BRD4 in cancer has been attributed mainly to the abundant long isoform (BRD4-L). Here we show, by isoform-specific knockdown and endogenous protein detection, along with transgene expression, the less abundant BRD4 short isoform (BRD4-S) is oncogenic while BRD4-L is tumor-suppressive in breast cancer cell proliferation and migration, as well as mammary tumor formation and metastasis. Through integrated RNA-seq, genome-wide ChIP-seq, and CUT&RUN association profiling, we identify the Engrailed-1 (EN1) homeobox transcription factor as a key BRD4-S coregulator, particularly in triple-negative breast cancer. BRD4-S and EN1 comodulate the extracellular matrix (ECM)-associated matrisome network, including type II cystatin gene cluster, mucin 5, and cathepsin loci, via enhancer regulation of cancer-associated genes and pathways. Our work highlights the importance of targeted therapies for the oncogenic, but not tumor-suppressive, activity of BRD4.
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Affiliation(s)
- Shwu-Yuan Wu
- Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA; Department of Biochemistry, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Chien-Fei Lee
- Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Hsien-Tsung Lai
- Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Cheng-Tai Yu
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX 77030, USA
| | - Ji-Eun Lee
- Adipocyte Biology and Gene Regulation Section, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Hao Zuo
- Department of Pharmacology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Sophia Y Tsai
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX 77030, USA
| | - Ming-Jer Tsai
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX 77030, USA
| | - Kai Ge
- Adipocyte Biology and Gene Regulation Section, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Yihong Wan
- Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA; Department of Pharmacology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Cheng-Ming Chiang
- Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA; Department of Biochemistry, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA; Department of Pharmacology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA.
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Wang Y, Liu S, Zhang Y, Yang J. Dysregulation of TLR2 Serves as a Prognostic Biomarker in Breast Cancer and Predicts Resistance to Endocrine Therapy in the Luminal B Subtype. Front Oncol 2020; 10:547. [PMID: 32426275 PMCID: PMC7203473 DOI: 10.3389/fonc.2020.00547] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Accepted: 03/26/2020] [Indexed: 01/11/2023] Open
Abstract
Background: Breast cancer (BCa) is a serious global health burden among females, and the development of resistance represents an important challenge to BCa treatment. Here, we examined the expression of toll-like receptor 2 (TLR2) in BCa patients and the prognostic value of TLR2 for predicting endocrine resistance. Methods: The study included 150 BCa patients, of which 82 underwent endocrine therapy. TLR2 mRNA expression was measured by quantitative Real-Time PCR, and its prognostic value was determined by Kaplan-Meier survival analysis. Changes in the expression of TLR2 in BCa patients with endocrine resistance were assessed, and the value of TLR2 for predicting endocrine resistance was evaluated using the receiver operating characteristic curve analysis. Results: TLR2 expression was higher in BCa tissue than in normal tissue and associated with tumor size, HER2 status, tumor subtype, and TNM stage. TLR2 upregulation was associated with poor prognosis in patients with BCa, as well as endocrine resistance, and TLR2 upregulation was more prevalent among HER2-positive BCa cases. The predictive performance of TLR2 for endocrine resistance was higher in HER2-positive BCa than in other hormone receptor-positive BCa cases. Conclusion: TLR2 upregulation is a promising biomarker for prognosis and predicting resistance to endocrine therapy. The relationship between TLR2 and HER2 indicates that TLR2 may be involved in endocrine resistance through the HER2 signaling pathway in BCa.
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Affiliation(s)
- Yunmei Wang
- Department of Medical Oncology, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China.,Shanxi Provincial Cancer Hospital, Taiyuan, China
| | - Shuguang Liu
- Department of Orthopedics, HongHui Hospital, Xi'an, China
| | - Yanjun Zhang
- Shanxi Provincial Cancer Hospital, Taiyuan, China
| | - Jin Yang
- Department of Medical Oncology, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
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Gao D, Song J, Chen C, Zhu S, Wang Z, Sun S. Relationships of hepatitis B virus infection with clinicopathological features in breast cancer and survival outcomes in central China. Transl Cancer Res 2020; 9:2511-2517. [PMID: 35117610 PMCID: PMC8798357 DOI: 10.21037/tcr.2020.03.15] [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: 10/19/2019] [Accepted: 02/08/2020] [Indexed: 12/25/2022]
Abstract
Background The purpose of this study was to determine the effect of hepatitis B virus (HBV) infection on the clinicopathological features and survival outcomes of breast cancer (BC) patients. Methods Patients diagnosed with BC at the Breast and Thyroid Center, Renmin Hospital, Wuhan University between January 2013 and December 2017 were included in the study. Among these patients, 100 (8.4%) were infected with HBV (case group), while 237 (19.9%) had never come into contact with HBV (control group). Chi-square tests for analyses of clinicopathological features, Kaplan-Meier survival analyses, the log-rank test for disease-free survival (DFS) between the case and control group, along with the factors correlated with prognosis, were evaluated using univariate and multivariate analyses. Results The median follow-up of the patients in the case and control groups was 34.5 months. The clinicopathological features revealed that patients with HBV tended to have smaller tumors compared with the control group (case vs. control: 53.0% vs. 65.8%, P<0.05). In addition, more grade 3 tumors were observed in patients with HBV (case vs. control: 55.0% vs. 37.6%, P<0.01). The 3-year DFS was 94.3% in the case group and 89.4% in the control group patients (P=0.212). In multivariate analysis, nodal status [hazard ratio (HR) =5.033, P=0.003] and estrogen receptor (ER) status (HR =0.216, P=0.023) were both independent prognostic risk factors for DFS. However, HBV infection had no association with the DFS of BC. Conclusions BC patients in central China have a higher incidence rate of HBV infection than the general population does. BC patients with chronic HBV infection tend to have an earlier tumor stage and higher histological grade, but there is no association with the DFS of BC.
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Affiliation(s)
- Dongcheng Gao
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Junlong Song
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Chuang Chen
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Shan Zhu
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Zhong Wang
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Shengrong Sun
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, Wuhan 430060, China
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Wang W, He Y, Zhao Q, Zhao X, Li Z. Identification of potential key genes in gastric cancer using bioinformatics analysis. Biomed Rep 2020; 12:178-192. [PMID: 32190306 PMCID: PMC7054703 DOI: 10.3892/br.2020.1281] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2019] [Accepted: 01/27/2020] [Indexed: 02/06/2023] Open
Abstract
Gastric cancer (GC) is one of the most common types of cancer worldwide. Patients must be identified at an early stage of tumor progression for treatment to be effective. The aim of the present study was to identify potential biomarkers with diagnostic value in patients with GC. To examine potential therapeutic targets for GC, four Gene Expression Omnibus (GEO) datasets were downloaded and screened for differentially expressed genes (DEGs). Gene Ontology and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses were subsequently performed to study the function and pathway enrichment of the identified DEGs. A protein-protein interaction (PPI) network was constructed. The CytoHubba plugin of Cytoscape was used to calculate the degree of connectivity of proteins in the PPI network, and the two genes with the highest degree of connectivity were selected for further analysis. Additionally, the two DEGs with the largest and smallest log Fold Change values were selected. These six key genes were further examined using Oncomine and the Kaplan-Meier plotter platform. A total of 99 upregulated and 172 downregulated genes common to all four GEO datasets were screened. The DEGs were primarily enriched in the Biological Process terms: ‘extracellular matrix organization’, ‘collagen catabolic process’ and ‘cell adhesion’. These three KEGG pathways were significantly enriched in the categories: ‘ECM-receptor interaction’, ‘protein digestion and absorption’, and ‘focal adhesion’. Based on Oncomine, expression of ATP4A and ATP4B were downregulated in GC, whereas expression of the other genes were all upregulated. The Kaplan-Meier plotter platform confirmed that upregulated expression of the identified key genes was significantly associated with worse overall survival of patients with GC. The results of the present study suggest that FN1, COL1A1, INHBA and CST1 may be potential biomarkers and therapeutic targets for GC. Additional studies are required to explore the potential value of ATP4A and ATP4B in the treatment of GC.
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Affiliation(s)
- Wei Wang
- Department of Gastroenterology, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing 100700, P.R. China
| | - Ying He
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan 610075, P.R. China
| | - Qi Zhao
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing 100700, P.R. China
| | - Xiaodong Zhao
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing 100700, P.R. China
| | - Zhihong Li
- Department of Gastroenterology, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing 100700, P.R. China
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Park AY, Han MR, Park KH, Kim JS, Son GS, Lee HY, Chang YW, Park EK, Cha SH, Cho Y, Hong H, Cho KR, Song SE, Woo OH, Lee JH, Cha J, Seo BK. Radiogenomic Analysis of Breast Cancer by Using B-Mode and Vascular US and RNA Sequencing. Radiology 2020; 295:24-34. [PMID: 32013793 DOI: 10.1148/radiol.2020191368] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Background Radiogenomic investigations for breast cancer provide an understanding of tumor heterogeneity and discover image phenotypes of genetic variation. However, there is little research on the correlations between US features of breast cancer and whole-transcriptome profiling. Purpose To explore US phenotypes reflecting genetic alteration relevant to breast cancer treatment and prognosis by comparing US images of tumor with their RNA sequencing results. Materials and Methods From January to October 2016, B-mode and vascular US images in 31 women (mean age, 49 years ± 9 [standard deviation]) with breast cancer were prospectively analyzed. B-mode features included size, shape, echo pattern, orientation, margin, and calcifications. Vascular features were evaluated by using microvascular US and contrast agent-enhanced US: vascular index, vessel morphologic features, distribution, penetrating vessels, enhancement degree, order, margin, internal homogeneity, and perfusion defect. RNA sequencing was conducted with total RNA obtained from a surgical specimen by using next-generation sequencing. US features were compared with gene expression profiles, and ingenuity pathway analysis was used to analyze gene networks, enriched functions, and canonical pathways associated with breast cancer. The P value for differential expression was extracted by using a parametric F test comparing nested linear models. Results Thirteen US features were associated with various patterns of 340 genes (P < .05). Nonparallel orientation at B-mode US was associated with upregulation of TFF1 (log twofold change [log2FC] = 4.0; P < .001), TFF3 (log2FC = 2.5; P < .001), AREG (log2FC = 2.6; P = .005), and AGR3 (log2FC = 2.6; P = .003). Complex vessel morphologic structure was associated with upregulation of FZD8 (log2FC = 2.0; P = .01) and downregulation of IGF1R (log2FC = -2.0; P = .006) and CRIPAK (log2FC = -2.4; P = .01). The top networks with regard to orientation or vessel morphologic structure were associated with cell cycle, death, and proliferation. Conclusion Compared with RNA sequencing, B-mode and vascular US features reflected genomic alterations associated with hormone receptor status, angiogenesis, or prognosis in breast cancer. © RSNA, 2020 Online supplemental material is available for this article.
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Affiliation(s)
- Ah Young Park
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
| | - Mi-Ryung Han
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
| | - Kyong Hwa Park
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
| | - Jung Sun Kim
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
| | - Gil Soo Son
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
| | - Hye Yoon Lee
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
| | - Young Woo Chang
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
| | - Eun Kyung Park
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
| | - Sang Hoon Cha
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
| | - Yunjung Cho
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
| | - Hyosun Hong
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
| | - Kyu Ran Cho
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
| | - Sung Eun Song
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
| | - Ok Hee Woo
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
| | - Ju-Han Lee
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
| | - Jaehyung Cha
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
| | - Bo Kyoung Seo
- From the Department of Radiology, Korea University Ansan Hospital, Korea University College of Medicine, 123 Jeokgeum-ro, Danwon-gu, Ansan city, Gyeonggi-do, 15355, Republic of Korea (A.Y.P., E.K.P., S.H.C., B.K.S.); Department of Radiology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea (A.Y.P.); Department of Laboratory Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (M.R.H., Y.C., H.H.); Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon, Republic of Korea (M.R.H.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.H.P.); Division of Hematology/Oncology, Department of Internal Medicine, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.S.K.); Division of Breast and Endocrine Surgery, Department of Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (G.S.S., H.Y.L., Y.W.C.); Department of Radiology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea (K.R.C., S.E.S.); Department of Radiology, Korea University Guro Hospital, Korea University College of Medicine, Seoul, Republic of Korea (O.H.W.); Department of Pathology, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.H.L.); and Medical Science Research Center, Korea University Ansan Hospital, Korea University College of Medicine, Gyeonggi-do, Republic of Korea (J.C.)
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Contini C, Firinu D, Serrao S, Manconi B, Olianas A, Cinetto F, Cossu F, Castagnola M, Messana I, Del Giacco S, Cabras T. RP-HPLC-ESI-IT Mass Spectrometry Reveals Significant Variations of the Human Salivary Protein Profile Associated with Predominantly Antibody Deficiencies. J Clin Immunol 2020. [PMID: 31916122 DOI: 10.1007/s10875-020-00743-4.] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/29/2022]
Abstract
PURPOSE Present study is designed to discover potential salivary biomarkers associated with predominantly antibody deficiencies, which include a large spectrum of disorders sharing failure of antibody production, and B cell defects resulting in recurrent infections, autoimmune and inflammatory manifestations, and tumor susceptibility. Understanding and clinical classification of these syndromes is still challenging. METHODS We carried out a study of human saliva based on liquid chromatography-mass spectrometry measurements of intact protein mass values. Salivary protein profiles of patients (n = 23) and healthy controls (n = 30) were compared. RESULTS Patients exhibited lower abundance of α-defensins 1-4, cystatins S1 and S2, and higher abundance of glutathionylated cystatin B and cystatin SN than controls. Patients could be clustered in two groups on the basis of different levels of cystatin SN, S1 and S2, suggesting that these proteins may play different roles in the disease. CONCLUSIONS Quantitative variations of these pro-inflammatory and antimicrobial peptides/proteins may be related to immunodeficiency and infectious condition of the patients. The high incidence of tumors in the group with the highest level of cystatin SN, which is recognized as tumoral marker, appeared an intriguing result deserving of future investigations. Data are available via ProteomeXchange with identifier PXD012688.
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Affiliation(s)
- Cristina Contini
- Department of Life and Environmental Sciences, University of Cagliari, Cittadella Univ. Monserrato, ss 554, 09042, Monserrato, CA, Italy
| | - Davide Firinu
- Department of Medical Sciences and Public Health, University of Cagliari, Cittadella Univ. Monserrato, Monserrato, 09042, CA, Italy
| | - Simone Serrao
- Department of Life and Environmental Sciences, University of Cagliari, Cittadella Univ. Monserrato, ss 554, 09042, Monserrato, CA, Italy
| | - Barbara Manconi
- Department of Life and Environmental Sciences, University of Cagliari, Cittadella Univ. Monserrato, ss 554, 09042, Monserrato, CA, Italy.
| | - Alessandra Olianas
- Department of Life and Environmental Sciences, University of Cagliari, Cittadella Univ. Monserrato, ss 554, 09042, Monserrato, CA, Italy
| | - Francesco Cinetto
- Ca' Foncello Hospital - Treviso, Department of Medicine - DIMED, University of Padova, Padova, Italy
| | - Fausto Cossu
- Pediatric HSCT Unit, Pediatric Clinic of University, Ospedale Microcitemico, Cagliari, Italy
| | - Massimo Castagnola
- Proteomics and Metabolomics Laboratory, IRCCS - Fondazione Santa Lucia, Rome, Italy
| | - Irene Messana
- CNR-SCITEC Istituto di Scienze e Tecnologie Chimiche, c/o Istituto di Biochimica e Biochimica Clinica Università Cattolica, L.go F. Vito, 1, 00168, Rome, Italy
| | - Stefano Del Giacco
- Department of Medical Sciences and Public Health, University of Cagliari, Cittadella Univ. Monserrato, Monserrato, 09042, CA, Italy
| | - Tiziana Cabras
- Department of Life and Environmental Sciences, University of Cagliari, Cittadella Univ. Monserrato, ss 554, 09042, Monserrato, CA, Italy
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RP-HPLC-ESI-IT Mass Spectrometry Reveals Significant Variations of the Human Salivary Protein Profile Associated with Predominantly Antibody Deficiencies. J Clin Immunol 2020; 40:329-339. [PMID: 31916122 DOI: 10.1007/s10875-020-00743-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2019] [Accepted: 01/02/2020] [Indexed: 12/11/2022]
Abstract
PURPOSE Present study is designed to discover potential salivary biomarkers associated with predominantly antibody deficiencies, which include a large spectrum of disorders sharing failure of antibody production, and B cell defects resulting in recurrent infections, autoimmune and inflammatory manifestations, and tumor susceptibility. Understanding and clinical classification of these syndromes is still challenging. METHODS We carried out a study of human saliva based on liquid chromatography-mass spectrometry measurements of intact protein mass values. Salivary protein profiles of patients (n = 23) and healthy controls (n = 30) were compared. RESULTS Patients exhibited lower abundance of α-defensins 1-4, cystatins S1 and S2, and higher abundance of glutathionylated cystatin B and cystatin SN than controls. Patients could be clustered in two groups on the basis of different levels of cystatin SN, S1 and S2, suggesting that these proteins may play different roles in the disease. CONCLUSIONS Quantitative variations of these pro-inflammatory and antimicrobial peptides/proteins may be related to immunodeficiency and infectious condition of the patients. The high incidence of tumors in the group with the highest level of cystatin SN, which is recognized as tumoral marker, appeared an intriguing result deserving of future investigations. Data are available via ProteomeXchange with identifier PXD012688.
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Liu Y, Ma H, Wang Y, Du X, Yao J. Cystatin SN Affects Cell Proliferation by Regulating the ERα/PI3K/AKT/ERα Loopback Pathway in Breast Cancer. Onco Targets Ther 2019; 12:11359-11369. [PMID: 31920327 PMCID: PMC6934116 DOI: 10.2147/ott.s234328] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2019] [Accepted: 11/27/2019] [Indexed: 01/03/2023] Open
Abstract
Background Cystatin SN (CST1) has been reported to act as an oncogene in cancers, but its underlying mechanism remains unclear. Methods We performed Western blotting analyses to observe protein expression and conducted transwell invasion, wound healing, and colony formation assays to assess cell invasion, migration, and proliferation, respectively. We also performed cell cycle analyses by flow cytometry to determine the role of CST1 in the cell cycle. In vivo experiments used subcutaneous tumor models in BALB/c-nu athymic female mice to evaluate the effect of CST1 on tumor growth. Results Western blotting analyses showed that CST1 was upregulated in ER+ breast cancer cells such as MCF7, T47D, and BT474. CST1 knockdown led to slower cell growth and inhibited the G1 to S phase transition in ER+ breast cancer cells. In vivo experiments showed that CST1 deletion inhibited tumor growth, and led to decreased expression of estrogen receptor α (ERα) and p-AKT. In vitro experiments showed that the over-expression of CST1 led to the upregulation of ERα, and inhibition of CST1 inhibited the expression of ERα. Western blotting analyses showed that CST1 regulated the activity of the PI3K/AKT signaling pathway in breast cancer cells. We confirmed that CST1 acted as an oncogene in ER+ breast cancer by regulating the ERα/PI3K/AKT/ERα loopback pathway. Conclusion CST1 acts as an oncogene in ER+ breast cancer, and CST1 contributes to cancer development by regulating the ERα/PI3K/AKT/ERα loopback pathway in ER+ breast cancer. Our findings indicate that CST1 could be a significant therapeutic target for ER+ breast cancer patients. Our discovery should inspire further studies on the role of CST1 in cancers.
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Affiliation(s)
- Yanfang Liu
- Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, People's Republic of China
| | - Hong Ma
- Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, People's Republic of China
| | - Ye Wang
- Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, People's Republic of China
| | - Xinyang Du
- Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, People's Republic of China
| | - Jing Yao
- Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, People's Republic of China
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Xue K, Yang J, Zhao Y, Cheng J, Wang Z. Identification of Susceptibility Genes to Allergic Rhinitis by Gene Expression Data Sets. Clin Transl Sci 2019; 13:169-178. [PMID: 31794148 PMCID: PMC6951973 DOI: 10.1111/cts.12698] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2019] [Accepted: 08/06/2019] [Indexed: 12/14/2022] Open
Abstract
As an extremely prevalent disease worldwide, allergic rhinitis (AR) is a condition characterized by chronic inflammation of the nasal mucosa. To identify the finer molecular mechanisms associated with the AR susceptibility genes, differentially expressed genes (DEGs) in AR were investigated. The DEG expression and clinical data of the GSE19187 data set were used for weighted gene co‐expression network analysis (WGCNA). After the modules related to AR had been screened, the genes in the module were extracted for Gene Ontology and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis, whereby the genes enriched in the KEGG pathway were regarded as the pathway‐genes. The DEGs in patients with AR were subsequently screened out from GSE19187, and the sensitive genes were identified in GSE18574 in connection with the allergen challenge. Two kinds of genes were compared with the pathway‐genes in order to screen the AR susceptibility genes. Receiver operating characteristic (ROC) curve was plotted to evaluate the capability of the susceptibility genes to distinguish the AR state. Based on the WGCNA in the GSE19187 data set, 10 co‐expression network modules were identified. The correlation analyses revealed that the yellow module was positively correlated with the disease state of AR. A total of 89 genes were found to be involved in the enrichment of the yellow module pathway. Four genes (CST1,SH2D1B,DPP4, and SLC5A5) were upregulated in AR and sensitive to allergen challenge, whose potentials were further confirmed by ROC curve. Taken together, CST1,SH2D1B,DPP4, and SLC5A5 are susceptibility genes to AR.
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Affiliation(s)
- Kai Xue
- Department of Otolaryngology-Head and Neck Surgery, The Second Hospital of Jilin University, Changchun, China
| | - Jingpu Yang
- Department of Otolaryngology-Head and Neck Surgery, The Second Hospital of Jilin University, Changchun, China
| | - Yin Zhao
- Department of Otolaryngology-Head and Neck Surgery, The Second Hospital of Jilin University, Changchun, China
| | - Jinzhang Cheng
- Department of Otolaryngology-Head and Neck Surgery, The Second Hospital of Jilin University, Changchun, China
| | - Zonggui Wang
- Department of Otolaryngology-Head and Neck Surgery, The Second Hospital of Jilin University, Changchun, China
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Li J, Wang D, Wang Y. IBI: Identification of Biomarker Genes in Individual Tumor Samples. Front Genet 2019; 10:1236. [PMID: 31850079 PMCID: PMC6902017 DOI: 10.3389/fgene.2019.01236] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2019] [Accepted: 11/07/2019] [Indexed: 12/12/2022] Open
Abstract
Individual patient biomarkers have an important role in personalized treatment. Although various high-throughput sequencing technologies are widely used in biological experiments, these are usually conducted only once or a few times for each patient, which makes it a challenging problem to identify biomarkers in individual patients. At present, there is a lack of effective methods to identify biomarkers in individual sample data. Here, we propose a novel method, IBI, to identify biomarkers in individual tumor samples. Experimental results from several tumor data sets showed that the proposed method could effectively find biomarker genes for individual patients, including common biomarkers related to the mechanisms of the development of cancer, which can be used to predict survival and drug response in patients. In summary, these results demonstrate that the proposed method offers a new perspective for analyzing individual samples.
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Affiliation(s)
- Jie Li
- School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Dong Wang
- School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Yadong Wang
- School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China
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Shaikh I, Ansari A, Ayachit G, Gandhi M, Sharma P, Bhairappanavar S, Joshi CG, Das J. Differential gene expression analysis of HNSCC tumors deciphered tobacco dependent and independent molecular signatures. Oncotarget 2019; 10:6168-6183. [PMID: 31692905 PMCID: PMC6817442 DOI: 10.18632/oncotarget.27249] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2019] [Accepted: 09/16/2019] [Indexed: 12/15/2022] Open
Abstract
Head and neck cancer is the sixth most common cancer worldwide, with tobacco as the leading cause. However, it is increasing in non-tobacco users also, hence limiting our understanding of its underlying molecular mechanisms. RNA-seq analysis of cancers has proven as effective tool in understanding disease etiology. In the present study, RNA-Seq of 86 matched Tumor/Normal pairs, of tobacco smoking (TOB) and non-smokers (N-TOB) HNSCC samples analyzed, followed by validation on 375 similar datasets. Total 2194 and 2073 differentially expressed genes were identified in TOB and N-TOB tumors, respectively. GO analysis found muscle contraction as the most enriched biological process in both TOB and N-TOB tumors. Pathway analysis identified muscle contraction and salivary secretion pathways enriched in both categories, whereas calcium signaling and neuroactive ligand-receptor pathway was more enriched in TOB and N-TOB tumors respectively. Network analysis identified muscle development related genes as hub node i. e. ACTN2, MYL2 and TTN in both TOB and N-TOB tumors, whereas EGFR and MYH6, depicts specific role in TOB and N-TOB tumors. Additionally, we found enriched gene networks possibly be regulated by tumor suppressor miRNAs such as hsa-miR-29/a/b/c, hsa-miR-26b-5p etc., suggestive to be key riboswitches in regulatory cascade of HNSCC. Interestingly, three genes PKLR, CST1 and C17orf77 found to show opposite regulation in each category, hence suggested to be key genes in separating TOB from N-TOB tumors. Our investigation identified key genes involved in important pathways implicated in tobacco dependent and independent carcinogenesis hence may help in designing precise HNSCC diagnostics and therapeutics strategies.
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Affiliation(s)
- Inayatullah Shaikh
- Gujarat Biotechnology Research Centre (GBRC), Department of Science and Technology (DST), Government of Gujarat, Gandhinagar 382011, India
| | - Afzal Ansari
- Gujarat Biotechnology Research Centre (GBRC), Department of Science and Technology (DST), Government of Gujarat, Gandhinagar 382011, India
| | - Garima Ayachit
- Gujarat Biotechnology Research Centre (GBRC), Department of Science and Technology (DST), Government of Gujarat, Gandhinagar 382011, India
| | - Monika Gandhi
- Gujarat Biotechnology Research Centre (GBRC), Department of Science and Technology (DST), Government of Gujarat, Gandhinagar 382011, India
| | - Priyanka Sharma
- Gujarat Biotechnology Research Centre (GBRC), Department of Science and Technology (DST), Government of Gujarat, Gandhinagar 382011, India
| | - Shivarudrappa Bhairappanavar
- Gujarat Biotechnology Research Centre (GBRC), Department of Science and Technology (DST), Government of Gujarat, Gandhinagar 382011, India
| | - Chaitanya G. Joshi
- Gujarat Biotechnology Research Centre (GBRC), Department of Science and Technology (DST), Government of Gujarat, Gandhinagar 382011, India
| | - Jayashankar Das
- Gujarat Biotechnology Research Centre (GBRC), Department of Science and Technology (DST), Government of Gujarat, Gandhinagar 382011, India
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