1
|
Young MJ, Huang YH, Hung JJ. The combination of USP24-i-101-Astemizole sensitizes the cytotoxicity of Taxol and Gefitinib in drug-resistant lung cancer. Biomed Pharmacother 2025; 186:118047. [PMID: 40233501 DOI: 10.1016/j.biopha.2025.118047] [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: 02/06/2025] [Revised: 03/23/2025] [Accepted: 04/04/2025] [Indexed: 04/17/2025] Open
Abstract
In this study, we utilized the yeast two-hybrid system to screen for proteins interacting with USP24. Out of 250 such proteins, functional enrichment analysis using MetaCore™ indicated that 33 of them were involved in lung cancer progression. We then investigated gene expression and survival rates of these 33 proteins in lung cancer patients and cell lines through TCGA databases, Kaplan-Meier Plotter databases, and RNA-seq profile from A549/A549-T24 cells. By employing the patients' survival rate and gene expression profile of these 33 USP24-interacting proteins as gene signatures, we identified 10 potential drugs for inhibiting lung cancer progression or drug resistance via drug repurposing strategy using the Connectivity Map (CMap) database. Of these 10 drugs, six showed similar indicators in Clinical Trials, while the other four candidates (15-delta prostaglandin J2, Astemizole, Trifluoperazine, and 1,4-chrysenequinone) were chosen to evaluate their effect on re-sensitizing cytotoxicity of Taxol and Gefitinib in drug-resistant cancer cells. Experiments demonstrated that treatment with USP24-i-101 and Astemizole alone significantly inhibited drug resistance and re-sensitized the cytotoxicity of Taxol and Gefitinib in drug-resistant lung cancer cells. Notably, combination therapy with USP24-i-101and Astemizole re-sensitized the cytotoxicity of Taxol and Gefitinib in drug-resistant lung cancer, which could benefit in inhibiting drug resistance during cancer therapy.
Collapse
Affiliation(s)
- Ming-Jer Young
- Department of Biotechnology and Bioindustry Sciences, National Cheng Kung University, Tainan, Taiwan
| | - Yi-Han Huang
- Department of Biotechnology and Bioindustry Sciences, National Cheng Kung University, Tainan, Taiwan; Research Center for Neuroscience, Taipei Medical University, Taipei 110, Taiwan
| | - Jan-Jong Hung
- Department of Biotechnology and Bioindustry Sciences, National Cheng Kung University, Tainan, Taiwan.
| |
Collapse
|
2
|
Xin MJ, Yuan Y. Centromere protein A knockdown inhibits rectal cancer through O6-methylguanine DNA methyltransferase/protein tyrosine phosphatase nonreceptor type 4 axis. World J Gastrointest Oncol 2025; 17:102619. [PMID: 40235876 PMCID: PMC11995357 DOI: 10.4251/wjgo.v17.i4.102619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/24/2024] [Revised: 01/07/2025] [Accepted: 02/25/2025] [Indexed: 03/25/2025] Open
Abstract
BACKGROUND Centromere protein A (CENPA) exhibits an increased expression level in primary human rectal cancer tissues, but its role has not been investigated. AIM To clarify the specific role and mechanism of CENPA in rectal cancer progression. METHODS CENPA protein expression in rectal cancer tissues and cell lines were detected. CENPA was overexpressed and knocked down in SW837 and SW480 cells, and proliferation, invasion, apoptosis and epithelial-mesenchymal transition (EMT) marker protein levels were examined. O6-methylguanine DNA methyltransferase (MGMT) promoter methylation was assessed with methylation-specific polymerase chain reaction. Co-immunoprecipitation assay verified the interaction between MGMT and protein tyrosine phosphatase nonreceptor type 4 (PTPN4). SW837 cells with CENPA knockdown were injected subcutaneously into mice, and tumor growth was examined. RESULTS CENPA was upregulated in rectal cancer tissues and cell lines. CENPA overexpression promoted proliferation, invasion and EMT, and inhibited apoptosis in rectal cancer cells. Whereas CENPA knockdown showed the opposite results. Moreover, CENPA inhibited MGMT expression by promoting DNA methyltransferase 1-mediated MGMT promoter methylation. MGMT knockdown abolished the CENPA knockdown-mediated inhibition of rectal cancer cell progression. MGMT increased PTPN4 protein stability by inhibiting PTPN4 ubiquitination degradation via competing with ubiquitin-conjugating enzyme E2O for interacting with PTPN4. PTPN4 knockdown abolished the inhibitory effects of MGMT overexpression on rectal cancer cell progression. Moreover, CENPA knockdown inhibited xenograft tumor growth in vivo. CONCLUSION CENPA knockdown inhibited rectal cancer cell growth and attenuated xenograft tumor growth through regulating the MGMT/PTPN4 axis.
Collapse
Affiliation(s)
- Ming-Jie Xin
- Medical College, Henan Vocational University of Science and Technology, Zhoukou 466000, Henan Province, China
| | - Yong Yuan
- Medical College, Henan Vocational University of Science and Technology, Zhoukou 466000, Henan Province, China
| |
Collapse
|
3
|
Khakwani MMAK, Ji XY, Khattak S, Sun YC, Yao K, Zhang L. Targeting colorectal cancer at the level of nuclear pore complex. J Adv Res 2025; 70:423-444. [PMID: 38876192 PMCID: PMC11976419 DOI: 10.1016/j.jare.2024.06.009] [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: 03/13/2024] [Revised: 05/23/2024] [Accepted: 06/07/2024] [Indexed: 06/16/2024] Open
Abstract
BACKGROUND Nuclear pore complexes (NPCs) are the architectures entrenched in nuclear envelop of a cell that regulate the nucleo-cytoplasmic transportation of materials, such as proteins and RNAs for proper functioning of a cell. The appropriate localization of proteins and RNAs within the cell is essential for its normal functionality. For such a complex transportation of materials across the NPC, around 60 proteins are involved comprising nucleoporins, karyopherins and RAN system proteins that play a vital role in NPC's structure formation, cargo translocation across NPC, and cargoes' rapid directed transportation respectively. In various cancers, the structure and function of NPC is often exaggerated, following altered expressions of its nucleoporins and karyopherins, affecting other proteins of associated signaling pathways. Some inhibitors of karyopherins at present, have potential to regulate the altered level/expression of these karyopherin molecules. AIM OF REVIEW This review summarizes the data from 1990 to 2023, mainly focusing on recent studies that illustrate the structure and function of NPC, the relationship and mechanisms of nucleoporins and karyopherins with colorectal cancer, as well as therapeutic values, in order to understand the pathology and underlying basis of colorectal cancer associated with NPC. This is the first review to our knowledge elucidating the detailed updated studies targeting colorectal cancer at NPC. The review also aims to target certain karyopherins, Nups and their possible inhibitors and activators molecules as a therapeutic strategy. KEY SCIENTIFIC CONCEPTS OF REVIEW NPC structure provides understanding, how nucleoporins and karyopherins as key molecules are responsible for appropriate nucleocytoplasmic transportation. Many studies provide evidences, describing the role of disrupted nucleoporins and karyopherins not only in CRC but also in other non-hematological and hematological malignancies. At present, some inhibitors of karyopherins have therapeutic potential for CRC, however development of more potent inhibitors may provide more effective therapeutic strategies for CRC in near future.
Collapse
Affiliation(s)
- Muhammad Mahtab Aslam Khan Khakwani
- Department of General Surgery, Huaihe Hospital of Henan University, Henan University, Kaifeng 475004, China; Henan International Joint Laboratory for Nuclear Protein Regulation, School of Basic Medicine, Henan University, Kaifeng, Henan 475004, China
| | - Xin-Ying Ji
- Department of Oncology, Huaxian County Hospital, Huaxian, Henan Province 456400, China; Faculty of Basic Medical Subjects, Shu-Qing Medical College of Zhengzhou, Gong-Ming Rd, Mazhai Town, Erqi District, Zhengzhou, Henan 450064, China
| | - Saadullah Khattak
- Department of General Surgery, Huaihe Hospital of Henan University, Henan University, Kaifeng 475004, China
| | - Ying-Chuan Sun
- Department of Internal Oncology (Section I), Xuchang Municipal Central Hospital, Xuchang, Henan 430000, China
| | - Kunhou Yao
- Department of General Surgery, Huaihe Hospital of Henan University, Henan University, Kaifeng 475004, China.
| | - Lei Zhang
- Department of General Surgery, Huaihe Hospital of Henan University, Henan University, Kaifeng 475004, China; Henan International Joint Laboratory for Nuclear Protein Regulation, School of Basic Medicine, Henan University, Kaifeng, Henan 475004, China.
| |
Collapse
|
4
|
Xu R, Hao Y, Liu Y, Ji B, Tian W, Zhang W. Functional mechanisms and potential therapeutic strategies for lactylation in liver diseases. Life Sci 2025; 363:123395. [PMID: 39809380 DOI: 10.1016/j.lfs.2025.123395] [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: 11/07/2024] [Revised: 01/09/2025] [Accepted: 01/10/2025] [Indexed: 01/16/2025]
Abstract
Lactylation, a novel form of lactate-mediated protein post-translational modification (PTM), has been identified as a crucial regulator of gene expression and protein function through the modification of both histone and non-histone proteins. Liver disease is frequently characterized by a reprogramming of glucose metabolism and subsequent lactate accumulation. Recent research has implicated lactylation in a diverse array of hepatic pathologies, including liver injury, non-alcoholic fatty liver disease, liver fibrosis, and hepatocellular carcinoma. Consequently, lactylation has emerged as a pivotal regulatory mechanism in liver disease pathogenesis. This review aims to elucidate the intricate regulatory and functional mechanisms underlying lactylation, synthesize recent advancements in its role in various liver diseases, and highlight its potential as a therapeutic target for future interventions in hepatic disorders.
Collapse
Affiliation(s)
- Rong Xu
- Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, The First Hospital of Jilin University, Changchun 130021, Jilin Province, China
| | - Yitong Hao
- Department of Neurology and Neuroscience Center, The First Hospital of Jilin University, Changchun 130021, Jilin Province, China
| | - Yahui Liu
- Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, The First Hospital of Jilin University, Changchun 130021, Jilin Province, China
| | - Bai Ji
- Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, The First Hospital of Jilin University, Changchun 130021, Jilin Province, China
| | - Weibo Tian
- Department of Neurology and Neuroscience Center, The First Hospital of Jilin University, Changchun 130021, Jilin Province, China
| | - Wei Zhang
- Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, The First Hospital of Jilin University, Changchun 130021, Jilin Province, China.
| |
Collapse
|
5
|
Liu H, Karsidag M, Chhatwal K, Wang P, Tang T. Single-cell and bulk RNA sequencing analysis reveals CENPA as a potential biomarker and therapeutic target in cancers. PLoS One 2025; 20:e0314745. [PMID: 39820192 PMCID: PMC11737691 DOI: 10.1371/journal.pone.0314745] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2024] [Accepted: 11/14/2024] [Indexed: 01/19/2025] Open
Abstract
BACKGROUND Cancer remains one of the most significant public health challenges worldwide. A widely recognized hallmark of cancer is the ability to sustain proliferative signaling, which is closely tied to various cell cycle processes. Centromere Protein A (CENPA), a variant of the standard histone H3, is crucial for selective chromosome segregation during the cell cycle. Despite its importance, a comprehensive pan-cancer bioinformatic analysis of CENPA has not yet been conducted. METHODS Data on genomes, transcriptomes, and clinical information were retrieved from publicly accessible databases. We analyzed CENPA's genetic alterations, mRNA expression, functional enrichment, association with stemness, mutations, expression across cell populations and cellular locations, link to the cell cycle, impact on survival, and its relationship with the immune microenvironment. Additionally, a prognostic model for glioma patients was developed to demonstrate CENPA's potential as a biomarker. Furthermore, drugs targeting CENPA in cancer cells were identified and predicted using drug sensitivity correlations and protein-ligand docking. RESULTS CENPA exhibited low levels of gene mutation across various cancers. It was found to be overexpressed in nearly all cancer types analyzed in TCGA, relative to normal controls, and was predominantly located in the nucleus of malignant cells. CENPA showed a strong association with the cancer cell cycle, particularly as a biomarker for the G2 phase. It also emerged as a valuable diagnostic and prognostic biomarker across multiple cancer types. In glioma, CENPA demonstrated reliable prognostic potential when used alongside other prognostic factors. Additionally, CENPA was linked to the immune microenvironment. Drugs such as CD-437, 3-Cl-AHPC, Trametinib, BI-2536, and GSK461364 were predicted to target CENPA in cancer cells. CONCLUSION CENPA serves as a crucial biomarker for the cell cycle in cancers, offering both diagnostic and prognostic value.
Collapse
Affiliation(s)
- Hengrui Liu
- Cancer Research Institute, Jinan University, Guangzhou, Guangdong, China
- Yinuo Biomedical Co., Ltd, Tianjin, China
| | - Miray Karsidag
- Canyon Crest Academy, San Diego, CA, United States of America
| | - Kunwer Chhatwal
- Hopkinton High School, Hopkinton, MA, United States of America
| | - Panpan Wang
- The First Affiliated Hospital of Jinan University, Guangzhou, Guangdong, China
| | - Tao Tang
- Sun Yat-Sen University Cancer Center, Guangzhou, Guangdong, China
| |
Collapse
|
6
|
Gupta A, Taneja V, Moreno JR, Abhimanyu, Ahmed M, Naqvi N, Chauhan KS, de León DTP, Ramírez-Martínez G, Jiménez-Alvarez L, Luna-Rivero C, Zuniga J, Kaushal D, Khader SA. Mast cells promote pathology and susceptibility in tuberculosis. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.04.611333. [PMID: 39314389 PMCID: PMC11418949 DOI: 10.1101/2024.09.04.611333] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/25/2024]
Abstract
Tuberculosis (TB), caused by the bacterium Mycobacterium tuberculosis (Mtb), infects approximately one-fourth of the world's population. While most infected individuals are asymptomatic, latent TB infection (LTBI) can progress to cause pulmonary TB (PTB). We recently reported an increased accumulation of mast cells (MCs) in lungs of macaques with PTB, compared with LTBI in macaques. MCs respond in vitro to Mtb exposure via degranulation and by inducing proinflammatory cytokines. In the current study, we show the dominant production of chymase by MCs in granulomas of humans and macaques with PTB. Using scRNA seq analysis, we show that MCs found in LTBI and healthy lungs in macaques are enriched in genes involved in tumor necrosis factor alpha, cholesterol and transforming growth factor beta signaling. In contrast, MCs clusters found in PTB express transcriptional signatures associated with interferon gamma, oxidative phosphorylation, and MYC signaling. Additionally, MC deficiency in the mouse model showed improved control of Mtb infection that coincided with reduced accumulation of lung myeloid cells and diminished inflammation at chronic stages. Thus, these collective results provide novel evidence for the pathological contribution of MCs during Mtb infection and may represent a novel target for host directive therapy for TB.
Collapse
Affiliation(s)
- Ananya Gupta
- The University of Chicago, Department of Microbiology, 920 East 58 Street, CLSC 1117, Chicago, IL 60637
- Department of Molecular Microbiology, Washington University in St. Louis, St. Louis, MO 63110, USA
| | - Vibha Taneja
- The University of Chicago, Department of Microbiology, 920 East 58 Street, CLSC 1117, Chicago, IL 60637
| | - Javier Rangel Moreno
- Division of Allergy, Immunology and Rheumatology, Department of Medicine, University of Rochester Medical Center, Rochester, NY, USA
| | - Abhimanyu
- The University of Chicago, Department of Microbiology, 920 East 58 Street, CLSC 1117, Chicago, IL 60637
| | - Mushtaq Ahmed
- The University of Chicago, Department of Microbiology, 920 East 58 Street, CLSC 1117, Chicago, IL 60637
| | - Nilofer Naqvi
- The University of Chicago, Department of Microbiology, 920 East 58 Street, CLSC 1117, Chicago, IL 60637
| | - Kuldeep S. Chauhan
- The University of Chicago, Department of Microbiology, 920 East 58 Street, CLSC 1117, Chicago, IL 60637
| | - Daniela Trejo-Ponce de León
- Technologico de Monterrey, Escuela de Medicina y Ciencias de la Salud, Mexico City, Mexico
- Laboratory of Immunobiology and Genetics and Department of Pathology, Instituto Nacional de Enfermedades Respiratorias Ismael Cosio Villegas, Mexico
| | - Gustavo Ramírez-Martínez
- Laboratory of Immunobiology and Genetics and Department of Pathology, Instituto Nacional de Enfermedades Respiratorias Ismael Cosio Villegas, Mexico
| | - Luis Jiménez-Alvarez
- Laboratory of Immunobiology and Genetics and Department of Pathology, Instituto Nacional de Enfermedades Respiratorias Ismael Cosio Villegas, Mexico
| | - Cesar Luna-Rivero
- Laboratory of Immunobiology and Genetics and Department of Pathology, Instituto Nacional de Enfermedades Respiratorias Ismael Cosio Villegas, Mexico
| | - Joaquin Zuniga
- Technologico de Monterrey, Escuela de Medicina y Ciencias de la Salud, Mexico City, Mexico
- Laboratory of Immunobiology and Genetics and Department of Pathology, Instituto Nacional de Enfermedades Respiratorias Ismael Cosio Villegas, Mexico
| | - Deepak Kaushal
- Laboratory of Immunobiology and Genetics and Department of Pathology, Instituto Nacional de Enfermedades Respiratorias Ismael Cosio Villegas, Mexico
| | - Shabaana A. Khader
- The University of Chicago, Department of Microbiology, 920 East 58 Street, CLSC 1117, Chicago, IL 60637
- Department of Molecular Microbiology, Washington University in St. Louis, St. Louis, MO 63110, USA
| |
Collapse
|
7
|
Lai PM, Gong X, Chan KM. Roles of Histone H2B, H3 and H4 Variants in Cancer Development and Prognosis. Int J Mol Sci 2024; 25:9699. [PMID: 39273649 PMCID: PMC11395991 DOI: 10.3390/ijms25179699] [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: 07/31/2024] [Revised: 08/29/2024] [Accepted: 09/04/2024] [Indexed: 09/15/2024] Open
Abstract
Histone variants are the paralogs of core histones (H2A, H2B, H3 and H4). They are stably expressed throughout the cell cycle in a replication-independent fashion and are capable of replacing canonical counterparts under different fundamental biological processes. Variants have been shown to take part in multiple processes, including DNA damage repair, transcriptional regulation and X chromosome inactivation, with some of them even specializing in lineage-specific roles like spermatogenesis. Several reports have recently identified some unprecedented variants from different histone families and exploited their prognostic value in distinct types of cancer. Among the four classes of canonical histones, the H2A family has the greatest number of variants known to date, followed by H2B, H3 and H4. In our prior review, we focused on summarizing all 19 mammalian histone H2A variants. Here in this review, we aim to complete the full summary of the roles of mammalian histone variants from the remaining histone H2B, H3, and H4 families, along with an overview of their roles in cancer biology and their prognostic value in a clinical context.
Collapse
Affiliation(s)
| | | | - Kui Ming Chan
- Department of Biomedical Sciences, City University of Hong Kong, Hong Kong SAR, China; (P.M.L.); (X.G.)
| |
Collapse
|
8
|
Li C, Jing J, Wang Y, Jiang H. CENPA facilitates glioma stem cell stemness and suppress ferroptosis to accelerate glioblastoma multiforme progression by promoting GBP2 transcription. Pathol Res Pract 2024; 260:155438. [PMID: 38964117 DOI: 10.1016/j.prp.2024.155438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/27/2024] [Revised: 06/26/2024] [Accepted: 06/27/2024] [Indexed: 07/06/2024]
Abstract
The function of glioma stem cells (GSCs) is closely related to the progression of glioblastoma multiforme (GBM). Centromere protein A (CENPA) has been confirmed to be related to the poor prognosis of GBM patients. However, whether CENPA regulates GSCs function to mediate GBM progression is still unclear. GSCs were isolated from GBM cells. The expression of CENPA and guanylate-binding protein 2 (GBP2) was examined by quantitative real-time PCR and western blot. GSCs proliferation and stemness were assessed using EdU assay and sphere formation assay. Cell ferroptosis was evaluated by detecting related factors. The interaction between CENPA and GBP2 was analyzed by ChIP assay and dual-luciferase reporter assay. Animal experiments were conducted to measure the effect of CENPA knockdown on the tumorigenicity of GSCs in vivo. CENPA was upregulated in GBM tissues and GSCs. CENPA knockdown inhibited GSCs proliferation, stemnness, and promoted ferroptosis. GBP2 was overexpressed in GBM tissues and GSCs, and CENPA enhanced GBP2 transcription by binding to its promoter region. CENPA overexpression accelerated GSCs proliferation and stemnness and suppressed ferroptosis, while GBP2 knockdown reversed these effects. Downregulation of CENPA reduced the tumorigenicity of GSCs by decreasing GBP2 expression in vivo. In conclusion, CENPA enhanced GBP2 transcription to increase its expression, thus accelerating GSCs proliferation and stemnness and repressing ferroptosis. Our findings promote a new idea for GBM treatment.
Collapse
Affiliation(s)
- Chuankun Li
- Department of Neurosurgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, China
| | - Jiangpeng Jing
- Department of Neurosurgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, China
| | - Yuan Wang
- Department of Medical Imaging, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, China
| | - Haitao Jiang
- Department of Neurosurgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, China.
| |
Collapse
|
9
|
Shen X, Zhong J, Yu P, Liu F, Peng H, Chen N. YTHDC1-dependent m6A modification modulated FOXM1 promotes glycolysis and tumor progression through CENPA in triple-negative breast cancer. Cancer Sci 2024; 115:1881-1895. [PMID: 38566554 PMCID: PMC11145146 DOI: 10.1111/cas.16137] [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: 08/15/2023] [Revised: 02/03/2024] [Accepted: 02/20/2024] [Indexed: 04/04/2024] Open
Abstract
Triple-negative breast cancer (TNBC) exhibits heightened aggressiveness compared with other breast cancer (BC) subtypes, with earlier relapse, a higher risk of distant metastasis, and a worse prognosis. Transcription factors play a pivotal role in various cancers. Here, we found that factor forkhead box M1 (FOXM1) expression was significantly higher in TNBC than in other BC subtypes and normal tissues. Combining the findings of Gene Ontology (GO) enrichment analysis and a series of experiments, we found that knockdown of the FOXM1 gene attenuated the ability of TNBC cells to proliferate and metastasize both in vivo and in vitro. In addition, Spearman's test showed that FOXM1 significantly correlated with glycolysis-related genes, especially centromere protein A (CENPA) in datasets (GSE76250, GSE76124, GSE206912, and GSE103091). The effect of silencing FOXM1 on the inhibition of CENPA expression, TNBC proliferation, migration, and glycolysis could be recovered by overexpression of CENPA. According to MeRIP, the level of m6A modification on FOMX1 decreased in cells treated with cycloleucine (a m6A inhibitor) compared with that in the control group. The increase in FOXM1 expression caused by YTHDC1 overexpression could be reversed by the m6A inhibitor, which indicated that YTHDC1 enhanced FOXM1 expression depending on m6A modification. Therefore, we concluded that the YTHDC1-m6A modification/FOXM1/CENPA axis plays an important role in TNBC progression and glycolysis.
Collapse
Affiliation(s)
- Xi Shen
- Department of Oncology, The Eighth Affiliated HospitalSun Yat‐sen UniversityShenzhenChina
| | - Jianxin Zhong
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Breast OncologyPeking University Cancer Hospital & InstituteBeijingChina
| | - Pan Yu
- Department of Health ManagementThe Second Hospital Affiliated to Chongqing Medical UniversityChongqingChina
| | - Feng Liu
- Department of Thyroid and Breast SurgeryWuhan Fourth HospitalWuhanChina
| | - Haoran Peng
- Department of Stomatology, Shenzhen HospitalUniversity of Chinese Academy of SciencesShenzhenChina
| | - Nianyong Chen
- Department of Radiation Oncology, Cancer Center, West China HospitalSichuan UniversityChengduChina
- Division of Head & Neck Tumor Multimodality Treatment, Cancer Center, West China HospitalSichuan UniversityChengduChina
| |
Collapse
|
10
|
Li S, Zhang Z, Li Z, Yang L, Liu J, Liu Y, Liu Y, Hou Y, Mei M, Huang Y. CENPA promotes glutamine metabolism and tumor progression by up-regulating SLC38A1 in endometrial cancer. Cell Signal 2024; 117:111110. [PMID: 38382691 DOI: 10.1016/j.cellsig.2024.111110] [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: 12/01/2023] [Revised: 01/28/2024] [Accepted: 02/18/2024] [Indexed: 02/23/2024]
Abstract
Glutamine addiction is a significant hallmark of metabolic reprogramming in tumors and is crucial to the progression of cancer. Nevertheless, the regulatory mechanisms of glutamine metabolism in endometrial cancer (EC) remains elusive. In this research, we found that elevated expression of CENPA and solute carrier family 38 member 1 (SLC38A1) were firmly associated with worse clinical stage and unfavorable outcomes in EC patients. In addition, ectopic overexpression or silencing of CENPA could either enhance or diminish glutamine metabolism and tumor progression in EC. Mechanistically, CENPA directly regulated the transcriptional activity of the target gene, SLC38A1, leading to enhanced glutamine uptake and metabolism, thereby promoting EC progression. Notably, a prognostic model utilizing the expression levels of CENPA and SLC38A1 genes independently emerged as a prognostic factor for EC. More importantly, CENPA and SLC38A1 were significantly elevated and positively correlated, as well as indicative of poor prognosis in multiple cancers. In brief, our study confirmed that CENPA is a critical transcription factor involved in glutamine metabolism and tumor progression through modulating SLC38A1. This revelation suggests that targeting CENPA could be an appealing therapeutic approach to address pan-cancer glutamine addiction.
Collapse
Affiliation(s)
- Shuang Li
- Department of Gynecology and Obstetrics, Xiangyang No. 1 People's Hospital, Hubei University of Medicine, Xiangyang, Hubei Province, China
| | - Zihui Zhang
- Department of Gynecology and Obstetrics, Xiangyang No. 1 People's Hospital, Hubei University of Medicine, Xiangyang, Hubei Province, China
| | - Zhifang Li
- Department of Gynecology and Obstetrics, Xiangyang No. 1 People's Hospital, Hubei University of Medicine, Xiangyang, Hubei Province, China
| | - Lian Yang
- Department of Gynecology and Obstetrics, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China
| | - Jianfeng Liu
- Department of Gynecology and Obstetrics, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China
| | - Yujie Liu
- Department of Gynecology and Obstetrics, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China
| | - Yancai Liu
- Department of Gynecology and Obstetrics, Xiangyang No. 1 People's Hospital, Hubei University of Medicine, Xiangyang, Hubei Province, China
| | - Yanmei Hou
- Department of Gynecology and Obstetrics, Xiangyang No. 1 People's Hospital, Hubei University of Medicine, Xiangyang, Hubei Province, China
| | - Mei Mei
- Department of Gynecology and Obstetrics, Xiangyang No. 1 People's Hospital, Hubei University of Medicine, Xiangyang, Hubei Province, China.
| | - Yuqin Huang
- Department of Gynecology and Obstetrics, Xiangyang No. 1 People's Hospital, Hubei University of Medicine, Xiangyang, Hubei Province, China.
| |
Collapse
|
11
|
Liang D, Luo L, Wang J, Liu T, Guo C. CENPA-driven STMN1 Transcription Inhibits Ferroptosis in Hepatocellular Carcinoma. J Clin Transl Hepatol 2023; 11:1118-1129. [PMID: 37577230 PMCID: PMC10412702 DOI: 10.14218/jcth.2023.00034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Revised: 03/21/2023] [Accepted: 04/02/2023] [Indexed: 07/03/2023] Open
Abstract
Background and Aims The growing knowledge of ferroptosis has suggested the regulatory role of ferroptosis in hepatocellular carcinoma (HCC), but the pertinent molecular mechanisms remain unclear. Herein, this study investigated the mechanistic basis of ferroptosis-related genes (ferrGenes) in the growth of HCC. Methods Differentially expressed human ferrGenes and tumor-related transcription factors (TFs) were obtained from the The Cancer Genome Atlas (TCGA) dataset and the GTEx dataset. Spearman method-based correlation analysis were conducted to construct TF-ferrGene coexpression regulatory network. Key genes associated with prognosis were singled out with Lasso regression and multivariate Cox analysis to construct the prognostic risk model. Then the accuracy and independent prognostic ability of the model were evaluated. Expression of CENPA and STMN1 was determined in clinical HCC tissues and HCC cells, and their binding was analyzed with dual-luciferase and chromatin immunoprecipitation (ChIP) assays. Furthermore, ectopic expression and knockdown assays were performed in HCC cells to assess the effect of CENPA and STMN1 on ferroptosis and malignant phenotypes. Results The prognostic risk model constructed based on the eight TF-ferrGene regulatory network-related genes accurately predicted the prognosis of HCC patients. It was strongly related to the clinical characteristics of HCC patients. Moreover, CENPA/STMN1 might be a key TF-ferrGene regulatory network in ferroptosis of HCC. CENPA and STMN1 were overexpressed in HCC tissues and cells. Additionally, CENPA facilitated STMN1 transcription by binding to STMN1 promoter, thus facilitating the malignant phenotypes and suppressing the ferroptosis of HCC cells. Conclusions Taken together, CENPA curbs the ferroptosis of HCC cells by upregulating STMN1 transcription, thereby promoting HCC growth.
Collapse
Affiliation(s)
- Daomiao Liang
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Hunan Normal University (Hunan Provincial People's Hospital), Changsha, Hunan, China
| | - Lanzhu Luo
- Children’s Medical Center, The First Affiliated Hospital of Hunan Normal University (Hunan Provincial People's Hospital), Changsha, Hunan China
| | - Jiang Wang
- Children’s Medical Center, The First Affiliated Hospital of Hunan Normal University (Hunan Provincial People's Hospital), Changsha, Hunan China
| | - Tongyu Liu
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Hunan Normal University (Hunan Provincial People's Hospital), Changsha, Hunan, China
| | - Chao Guo
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Hunan Normal University (Hunan Provincial People's Hospital), Changsha, Hunan, China
| |
Collapse
|
12
|
Jiang F, Zhai G, Liu J, Wang R, Yang Y, Murugesan H, Yu X, Du X, He J, Feng Z, Pan SL, Chen G, Li S, Huang Z. High expression of centromere protein A and its molecular mechanism and clinical significance in prostate cancer: A study based on data mining and immunohistochemistry. IET Syst Biol 2023; 17:245-258. [PMID: 37488766 PMCID: PMC10579994 DOI: 10.1049/syb2.12073] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2022] [Revised: 05/30/2023] [Accepted: 07/09/2023] [Indexed: 07/26/2023] Open
Abstract
The progression of prostate cancer (PCa) leads to poor prognosis. However, the molecular mechanism of PCa is still not completely clear. This study aimed to elucidate the important role of centromere protein A (CENPA) in PCa. Large numbers of bulk RNA sequencing (RNA-seq) data and in-house immunohistochemistry data were used in analysing the expression level of CENPA in PCa and metastatic PCa (MPCa). Single-cell RNA-seq data was used to explore the expression status of CENPA in different prostate subpopulations. Enrichment analysis was employed to detect the function of CENPA in PCa. Clinicopathological parameters analysis was utilised in analysing the clinical value of CENPA. The results showed that CENPA was upregulated in PCa (standardised mean difference [SMD] = 0.83, p = 0.001) and MPCa (SMD = 0.61, p = 0.029). CENPA was overexpressed in prostate cancer stem cells (CSCs) with androgen receptor (AR) negative compared to epithelial cells with AR positive. CENPA may influence the development of PCa through affecting cell cycle. Patients with nodal metastasis had higher expression level of CENPA. And patients with high CENPA expression had poor disease-free survival. Taken together, Overexpression of CENPA may influence the development of PCa by regulating cell cycle and promoting metastasis.
Collapse
Affiliation(s)
- Fang‐Cheng Jiang
- Department of PathologyThe First Affiliated Hospital of Guangxi Medical UniversityNanningChina
| | - Gao‐Qiang Zhai
- Department of UrologyThe First Affiliated Hospital of Guangxi Medical UniversityNanningChina
| | - Jia‐Lin Liu
- Department of UrologyThe First Affiliated Hospital of Guangxi Medical UniversityNanningChina
| | - Rui‐Gong Wang
- Department of UrologyThe First Affiliated Hospital of Guangxi Medical UniversityNanningChina
| | - Yuan‐Ping Yang
- Department of PathologyThe First Affiliated Hospital of Guangxi Medical UniversityNanningChina
| | - Harivignesh Murugesan
- Department of PathologyThe First Affiliated Hospital of Guangxi Medical UniversityNanningChina
| | - Xiao‐Xiang Yu
- Department of UrologyThe 923rd Hospital of Chinese People's Liberation Army Joint Logistics Support ForceNanningChina
| | - Xiu‐Fang Du
- Department of PathologyThe First Affiliated Hospital of Guangxi Medical UniversityNanningChina
| | - Juan He
- Department of PathologyThe First Affiliated Hospital of Guangxi Medical UniversityNanningChina
| | - Zhen‐Bo Feng
- Department of PathologyThe First Affiliated Hospital of Guangxi Medical UniversityNanningChina
| | - Shang Ling Pan
- Department of PathophysiologySchool of Pre‐clinical MedicineGuangxi Medical UniversityNanningGuangxiChina
| | - Gang Chen
- Department of PathologyThe First Affiliated Hospital of Guangxi Medical UniversityNanningChina
| | - Sheng‐Hua Li
- Department of UrologyThe First Affiliated Hospital of Guangxi Medical UniversityNanningChina
| | - Zhi‐Guang Huang
- Department of PathologyThe First Affiliated Hospital of Guangxi Medical UniversityNanningChina
| |
Collapse
|
13
|
Song Y, Huang T, Pan H, Du A, Wu T, Lan J, Zhou X, Lv Y, Xue S, Yuan K. The influence of COVID-19 on colorectal cancer was investigated using bioinformatics and systems biology techniques. Front Med (Lausanne) 2023; 10:1169562. [PMID: 37457582 PMCID: PMC10348756 DOI: 10.3389/fmed.2023.1169562] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2023] [Accepted: 06/15/2023] [Indexed: 07/18/2023] Open
Abstract
Introduction Coronavirus disease 2019 (COVID-19) is a global pandemic and highly contagious, posing a serious threat to human health. Colorectal cancer (CRC) is a risk factor for COVID-19 infection. Therefore, it is vital to investigate the intrinsic link between these two diseases. Methods In this work, bioinformatics and systems biology techniques were used to detect the mutual pathways, molecular biomarkers, and potential drugs between COVID-19 and CRC. Results A total of 161 common differentially expressed genes (DEGs) were identified based on the RNA sequencing datasets of the two diseases. Functional analysis was performed using ontology keywords, and pathway analysis was also performed. The common DEGs were further utilized to create a protein-protein interaction (PPI) network and to identify hub genes and key modules. The datasets revealed transcription factors-gene interactions, co-regulatory networks with DEGs-miRNAs of common DEGs, and predicted possible drugs as well. The ten predicted drugs include troglitazone, estradiol, progesterone, calcitriol, genistein, dexamethasone, lucanthone, resveratrol, retinoic acid, phorbol 12-myristate 13-acetate, some of which have been investigated as potential CRC and COVID-19 therapies. Discussion By clarifying the relationship between COVID-19 and CRC, we hope to provide novel clues and promising therapeutic drugs to treat these two illnesses.
Collapse
Affiliation(s)
- Yujia Song
- Division of Liver Surgery, Department of General Surgery and Laboratory of Liver Surgery, and State Key Laboratory of Biotherapy and Collaborative Innovation Center of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Tengda Huang
- Division of Liver Surgery, Department of General Surgery and Laboratory of Liver Surgery, and State Key Laboratory of Biotherapy and Collaborative Innovation Center of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Hongyuan Pan
- Division of Liver Surgery, Department of General Surgery and Laboratory of Liver Surgery, and State Key Laboratory of Biotherapy and Collaborative Innovation Center of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, College of Animal Science and Technology, Guangxi University, Nanning, China
| | - Ao Du
- Division of Liver Surgery, Department of General Surgery and Laboratory of Liver Surgery, and State Key Laboratory of Biotherapy and Collaborative Innovation Center of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Tian Wu
- Division of Liver Surgery, Department of General Surgery and Laboratory of Liver Surgery, and State Key Laboratory of Biotherapy and Collaborative Innovation Center of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, College of Animal Science and Technology, Guangxi University, Nanning, China
| | - Jiang Lan
- Division of Liver Surgery, Department of General Surgery and Laboratory of Liver Surgery, and State Key Laboratory of Biotherapy and Collaborative Innovation Center of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Xinyi Zhou
- Division of Liver Surgery, Department of General Surgery and Laboratory of Liver Surgery, and State Key Laboratory of Biotherapy and Collaborative Innovation Center of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Yue Lv
- Division of Liver Surgery, Department of General Surgery and Laboratory of Liver Surgery, and State Key Laboratory of Biotherapy and Collaborative Innovation Center of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Shuai Xue
- Division of Liver Surgery, Department of General Surgery and Laboratory of Liver Surgery, and State Key Laboratory of Biotherapy and Collaborative Innovation Center of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Kefei Yuan
- Division of Liver Surgery, Department of General Surgery and Laboratory of Liver Surgery, and State Key Laboratory of Biotherapy and Collaborative Innovation Center of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| |
Collapse
|
14
|
Zhang ZC, Liu YF, Xi P, Nie YC, Sun T, Gong BB. Upregulation of CENPM is associated with poor clinical outcome and suppression of immune profile in clear cell renal cell carcinoma. Hereditas 2023; 160:1. [PMID: 36635779 PMCID: PMC9837903 DOI: 10.1186/s41065-023-00262-3] [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: 07/17/2022] [Accepted: 01/04/2023] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND The response of advanced clear cell renal cell carcinoma (ccRCC) to immunotherapy is still not durable, suggesting that the immune landscape of ccRCC still needs to be refined, especially as some molecules that have synergistic effects with immune checkpoint genes need to be explored. METHODS The expression levels of CENPM and its relationship with clinicopathological features were explored using the ccRCC dataset from TCGA and GEO databases. Quantitative polymerase chain reaction (qPCR) analysis was performed to validate the expression of CENPM in renal cancer cell lines. Kaplan-Meier analysis, COX regression analysis and Nomogram construction were used to systematically evaluate the prognostic potential of CENPM in ccRCC. Besides, single gene correlation analysis, protein-protein interaction (PPI) network, genetic ontology (GO), kyoto encyclopedia of genes and genomes (KEGG) and gene set enrichment analysis (GSEA) were used to predict the biological behaviour of CENPM and the possible signalling pathways involved. Finally, a comprehensive analysis of the crosstalk between CENPM and immune features in the tumor microenvironment was performed based on the ssGSEA algorithm, the tumor immune dysfunction and exclusion (TIDE) algorithm, the TIMER2.0 database and the TISIDB database. RESULTS CENPM was significantly upregulated in ccRCC tissues and renal cancer cell lines and was closely associated with poor clinicopathological features and prognosis. Pathway enrichment analysis revealed that CENPM may be involved in the regulation of the cell cycle in ccRCC and may have some crosstalk with the immune microenvironment in tumors. The ssGSEA algorithm, CIBERSOPT algorithm suggests that CENPM is associated with suppressor immune cells in ccRCC such as regulatory T cells. The ssGSEA algorithm, CIBERSOPT algorithm suggests that CENPM is associated with suppressor immune cells in ccRCC such as regulatory T cells. Furthermore, the TISIDB database provides evidence that not only CENPM is positively associated with immune checkpoint genes such as CTLA4, PDCD1, LAG3, TIGIT, but also chemokines and receptors (such as CCL5, CXCL13, CXCR3, CXCR5) may be responsible for the malignant phenotype of CENPM in ccRCC. Meanwhile, predictions based on the TIDE algorithm support that patients with high CENPM expression have a worse response to immunotherapy. CONCLUSIONS The upregulation of CENPM in ccRCC predicts a poor clinical outcome, and this malignant phenotype may be associated with its exacerbation of the immunosuppressive state in the tumor microenvironment.
Collapse
Affiliation(s)
- Zhi-Cheng Zhang
- grid.412604.50000 0004 1758 4073Department of Urology, The First Affiliated Hospital of Nanchang University, Nanchang, 330000 Jiangxi Province China
| | - Yi-Fu Liu
- grid.412604.50000 0004 1758 4073Department of Urology, The First Affiliated Hospital of Nanchang University, Nanchang, 330000 Jiangxi Province China
| | - Ping Xi
- grid.412604.50000 0004 1758 4073Department of Urology, The First Affiliated Hospital of Nanchang University, Nanchang, 330000 Jiangxi Province China
| | - Ye-Chen Nie
- grid.412604.50000 0004 1758 4073Department of Urology, The First Affiliated Hospital of Nanchang University, Nanchang, 330000 Jiangxi Province China
| | - Ting Sun
- grid.412604.50000 0004 1758 4073Department of Urology, The First Affiliated Hospital of Nanchang University, Nanchang, 330000 Jiangxi Province China
| | - Bin-Bin Gong
- grid.412604.50000 0004 1758 4073Department of Urology, The First Affiliated Hospital of Nanchang University, Nanchang, 330000 Jiangxi Province China
| |
Collapse
|
15
|
Xu Y, Xie YM, Sun WS, Zi R, Lu HQ, Xiao L, Gong KM, Guo SK. Exploration of an Prognostic Signature Related to Endoplasmic Reticulum Stress in Colorectal Adenocarcinoma and Their Response Targeting Immunotherapy. Technol Cancer Res Treat 2023; 22:15330338231212073. [PMID: 37920989 PMCID: PMC10623925 DOI: 10.1177/15330338231212073] [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: 03/29/2023] [Revised: 10/11/2023] [Accepted: 10/16/2023] [Indexed: 11/04/2023] Open
Abstract
Background: Endoplasmic reticulum (ER) stress plays a pro-apoptotic role in colorectal adenocarcinoma (COAD). This study aimed to develop a novel ER-stress-related prognostic risk model for COAD and provide support for COAD cohorts with different risk score responses to immune checkpoint inhibitor therapies. Methods: TCGA-COAD and GSE39582 were included in this prospective study. Univariate and multivariate Cox analyses were performed to identify prognostic ER stress-related genes (ERSGs). Accordingly, the immune infiltration landscape and immunotherapy response in different risk groups were assessed. Finally, the expression of prognostic genes in 10 normal and 10 COAD tissue samples was verified using reverse transcription-quantitative polymerase chain reaction. Results: Eight prognostic genes were selected to establish an ERSG-based signature in the training set of the TCGA-COAD cohort. The accuracy of this was confirmed using a testing set of TCGA-COAD and GSE39582 cohorts. Gene set variation analysis indicated that differential functionality in high-low-risk groups was related to immune-related pathways. Corresponding to this, CD36, TIMP1, and PTGIS were significantly associated with 19 immune cells with distinct proportions between the different risk groups, such as central memory CD4T cells and central memory CD8T cells. Moreover, the risk score was considered effective for predicting the clinical response to immunotherapy, and the immunotherapy response was significantly and negatively correlated with the risk score of individuals with COAD. Furthermore, the immune checkpoint inhibitor treatment was less effective in the high-risk group, where the expression levels of PD-L1 and tumor immune dysfunction and exclusion scores in the high-risk group were significantly increased. Finally, the experimental results demonstrated that the expression trends of prognostic genes in clinical samples were consistent with the results from public databases. Conclusion: Our study established a novel risk signature to predict the COAD prognosis of patients and provide theoretical support for the clinical treatment of COAD.
Collapse
Affiliation(s)
- Yu Xu
- Panzhihua Central Hospital, panzhihua, Sichuan Province, China
| | - Yang-Mei Xie
- The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, P.R. China
| | - Wen-Sha Sun
- The First Affiliated Hospital of Yunnan University of Traditional Chinese Medicine, Kunming, Yunnan, P.R. China
| | - Rong Zi
- The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, P.R. China
| | - Hong-Qiao Lu
- The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, P.R. China
| | - Le Xiao
- The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, P.R. China
| | - Kun-Mei Gong
- The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, P.R. China
| | - Shi-Kui Guo
- The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, P.R. China
| |
Collapse
|
16
|
Muzzi JCD, Magno JM, Souza JS, Alvarenga LM, de Moura JF, Figueiredo BC, Castro MAA. Comprehensive Characterization of the Regulatory Landscape of Adrenocortical Carcinoma: Novel Transcription Factors and Targets Associated with Prognosis. Cancers (Basel) 2022; 14:5279. [PMID: 36358698 PMCID: PMC9657296 DOI: 10.3390/cancers14215279] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2022] [Revised: 10/24/2022] [Accepted: 10/25/2022] [Indexed: 08/31/2023] Open
Abstract
We reconstructed a transcriptional regulatory network for adrenocortical carcinoma (ACC) using transcriptomic and clinical data from The Cancer Genome Atlas (TCGA)-ACC cohort. We investigated the association of transcriptional regulatory units (regulons) with overall survival, molecular phenotypes, and immune signatures. We annotated the ACC regulons with cancer hallmarks and assessed single sample regulon activities in the European Network for the Study of Adrenal Tumors (ENSAT) cohort. We found 369 regulons associated with overall survival and subdivided them into four clusters: RC1 and RC2, associated with good prognosis, and RC3 and RC4, associated with worse outcomes. The RC1 and RC3 regulons were highly correlated with the 'Steroid Phenotype,' while the RC2 and RC4 regulons were highly correlated with a molecular proliferation signature. We selected two regulons, NR5A1 (steroidogenic factor 1, SF-1) and CENPA (Centromeric Protein A), that were consistently associated with overall survival for further downstream analyses. The CENPA regulon was the primary regulator of MKI-67 (a marker of proliferation KI-67), while the NR5A1 regulon is a well-described transcription factor (TF) in ACC tumorigenesis. We also found that the ZBTB4 (Zinc finger and BTB domain-containing protein 4) regulon, which is negatively associated with CENPA in our transcriptional regulatory network, is also a druggable anti-tumorigenic TF. We anticipate that the ACC regulons may be used as a reference for further investigations concerning the complex molecular interactions in ACC tumors.
Collapse
Affiliation(s)
- João C. D. Muzzi
- Laboratório de Imunoquímica (LIMQ), Pós-Graduação em Microbiologia, Parasitologia e Patologia, Departamento de Patologia Básica, Universidade Federal do Paraná (UFPR), Curitiba 81530-990, Brazil
- Laboratório de Bioinformática e Biologia de Sistemas, Pós-Graduação em Bioinformática, Universidade Federal do Paraná (UFPR), Curitiba 81520-260, Brazil
- Oncology Division, Instituto de Pesquisa Pelé Pequeno Príncipe, Curitiba 80250-060, Brazil
| | - Jéssica M. Magno
- Laboratório de Bioinformática e Biologia de Sistemas, Pós-Graduação em Bioinformática, Universidade Federal do Paraná (UFPR), Curitiba 81520-260, Brazil
- Oncology Division, Instituto de Pesquisa Pelé Pequeno Príncipe, Curitiba 80250-060, Brazil
| | - Jean S. Souza
- Oncology Division, Instituto de Pesquisa Pelé Pequeno Príncipe, Curitiba 80250-060, Brazil
| | - Larissa M. Alvarenga
- Laboratório de Imunoquímica (LIMQ), Pós-Graduação em Microbiologia, Parasitologia e Patologia, Departamento de Patologia Básica, Universidade Federal do Paraná (UFPR), Curitiba 81530-990, Brazil
| | - Juliana F. de Moura
- Laboratório de Imunoquímica (LIMQ), Pós-Graduação em Microbiologia, Parasitologia e Patologia, Departamento de Patologia Básica, Universidade Federal do Paraná (UFPR), Curitiba 81530-990, Brazil
| | - Bonald C. Figueiredo
- Oncology Division, Instituto de Pesquisa Pelé Pequeno Príncipe, Curitiba 80250-060, Brazil
- Molecular Oncology Laboratory, Centro de Genética Molecular e Pesquisa do Câncer em Crianças (CEGEMPAC), Curitiba 80030-110, Brazil
| | - Mauro A. A. Castro
- Laboratório de Bioinformática e Biologia de Sistemas, Pós-Graduação em Bioinformática, Universidade Federal do Paraná (UFPR), Curitiba 81520-260, Brazil
| |
Collapse
|
17
|
Yu L, Liu X, Wang X, Yan H, Pu Q, Xie Y, Du J, Yang Z. Glycometabolism-related gene signature of hepatocellular carcinoma predicts prognosis and guides immunotherapy. Front Cell Dev Biol 2022; 10:940551. [PMID: 35938165 PMCID: PMC9354664 DOI: 10.3389/fcell.2022.940551] [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: 05/10/2022] [Accepted: 06/29/2022] [Indexed: 12/20/2022] Open
Abstract
Hepatocellular carcinoma (HCC) is a severe cancer endangering human health. We constructed a novel glycometabolism-related risk score to predict prognosis and immunotherapy strategies in HCC patients. The HCC data sets were obtained from the Cancer Genome Atlas (TCGA) and the Gene Expression Omnibus (GEO) database, and the glycometabolism-related gene sets were obtained from the Molecular Signature Database. The least absolute contraction and selection operator (LASSO) regression model was used to construct a risk score based on glycometabolism-related genes. A simple visual nomogram model with clinical indicators was constructed and its effectiveness in calibration, accuracy, and clinical value was evaluated. We also explored the correlation between glycometabolism-related risk scores and molecular pathways, immune cells, and functions. Patients in the low-risk group responded better to anti-CTLA-4 immune checkpoint treatment and benefited from immune checkpoint inhibitor (ICI) therapy. The study found that glycometabolism-related risk score can effectively distinguish the prognosis, molecular and immune-related characteristics of HCC patients, and may provide a new strategy for individualized treatment.
Collapse
Affiliation(s)
- Lihua Yu
- Center of Integrative Medicine, Beijing Ditan Hospital, Capital Medical University, Beijing, China
| | - Xiaoli Liu
- Center of Integrative Medicine, Beijing Ditan Hospital, Capital Medical University, Beijing, China
| | - Xinhui Wang
- Center of Integrative Medicine, Beijing Ditan Hospital, Capital Medical University, Beijing, China
| | - Huiwen Yan
- Center of Integrative Medicine, Beijing Ditan Hospital, Capital Medical University, Beijing, China
| | - Qing Pu
- Center of Integrative Medicine, Beijing Ditan Hospital, Capital Medical University, Beijing, China
| | - Yuqing Xie
- Center of Integrative Medicine, Beijing Ditan Hospital, Capital Medical University, Beijing, China
- First Clinical Medical College, Beijing University of Chinese Medicine, Beijing, China
| | - Juan Du
- Beijing Key Laboratory of Emerging Infectious Diseases, Institute of Infectious Diseases, Beijing Ditan Hospital, Capital Medical University, Beijing, China
- Beijing Institute of Infectious Diseases, Beijing, China
- National Center for Infectious Diseases, Beijing Ditan Hospital, Capital Medical University, Beijing, China
| | - Zhiyun Yang
- Center of Integrative Medicine, Beijing Ditan Hospital, Capital Medical University, Beijing, China
| |
Collapse
|
18
|
Zhong X, Yu X, Chang H. Exploration of a Novel Prognostic Nomogram and Diagnostic Biomarkers Based on the Activity Variations of Hallmark Gene Sets in Hepatocellular Carcinoma. Front Oncol 2022; 12:830362. [PMID: 35359370 PMCID: PMC8960170 DOI: 10.3389/fonc.2022.830362] [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: 12/07/2021] [Accepted: 02/10/2022] [Indexed: 12/12/2022] Open
Abstract
Background The initiation and progression of tumors were due to variations of gene sets rather than individual genes. This study aimed to identify novel biomarkers based on gene set variation analysis (GSVA) in hepatocellular carcinoma. Methods The activities of 50 hallmark pathways were scored in three microarray datasets with paired samples with GSVA, and differential analysis was performed with the limma R package. Unsupervised clustering was conducted to determine subtypes with the ConsensusClusterPlus R package in the TCGA-LIHC (n = 329) and LIRI-JP (n = 232) cohorts. Differentially expressed genes among subtypes were identified as initial variables. Then, we used TCGA-LIHC as the training set and LIRI-JP as the validation set. A six-gene model calculating the risk scores of patients was integrated with the least absolute shrinkage and selection operator (LASSO) and stepwise regression analyses. Kaplan–Meier (KM) and receiver operating characteristic (ROC) curves were performed to assess predictive performances. Multivariate Cox regression analyses were implemented to select independent prognostic factors, and a prognostic nomogram was integrated. Moreover, the diagnostic values of six genes were explored with the ROC curves and immunohistochemistry. Results Patients could be separated into two subtypes with different prognoses in both cohorts based on the identified differential hallmark pathways. Six prognostic genes (ASF1A, CENPA, LDHA, PSMB2, SRPRB, UCK2) were included in the risk score signature, which was demonstrated to be an independent prognostic factor. A nomogram including 540 patients was further integrated and well-calibrated. ROC analyses in the five cohorts and immunohistochemistry experiments in solid tissues indicated that CENPA and UCK2 exhibited high and robust diagnostic values. Conclusions Our study explored a promising prognostic nomogram and diagnostic biomarkers in hepatocellular carcinoma.
Collapse
Affiliation(s)
- Xiongdong Zhong
- Department of Cardiothoracic Surgery, Zhuhai People's Hospital (Zhuhai Hospital Affiliated with Jinan University), Zhuhai, China
| | - Xianchang Yu
- Department of Cardiothoracic Surgery, Zhuhai People's Hospital (Zhuhai Hospital Affiliated with Jinan University), Zhuhai, China
| | - Hao Chang
- Department of Protein Modification and Cancer Research, Hanyu Biomed Center Beijing, Beijing, China
| |
Collapse
|
19
|
Guo T, Wang J, Yan S, Meng X, Zhang X, Xu S, Ren S, Huang Y. A combined signature of glycolysis and immune landscape predicts prognosis and therapeutic response in prostate cancer. Front Endocrinol (Lausanne) 2022; 13:1037099. [PMID: 36339430 PMCID: PMC9634133 DOI: 10.3389/fendo.2022.1037099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2022] [Accepted: 10/11/2022] [Indexed: 11/13/2022] Open
Abstract
Prostate cancer (PCa) is a common malignancy that poses a major threat to the health of men. Prostate-specific antigen (PSA) and its derivatives, as FDA-approved detection assays, are insufficient to serve as optimal markers for patient prognosis and clinical decision-making. It is widely acknowledged that aberrant glycolytic metabolism in PCa is related to tumor progression and acidifies the tumor microenvironment (TME). Considering the non-negligible impacts of glycolysis and immune functions on PCa, we developed a combined classifier in prostate cancer. The Glycolysis Score containing 19 genes and TME Score including three immune cells were created, using the univariate and multivariate Cox proportional hazards model, log-rank test, least absolute shrinkage and selection operator (LASSO) regression analysis and the bootstrap approach. Combining the glycolysis and immunological landscape, the Glycolysis-TME Classifier was then constructed. It was observed that the classifier was more accurate in predicting the prognosis of patients than the current biomarkers. Notably, there were significant differences in metabolic activity, signaling pathways, mutational landscape, immunotherapeutic response, and drug sensitivity among the Glycolysishigh/TMElow, Mixed group and Glycolysislow/TMEhigh identified by this classifier. Overall, due to the significant prognostic value and potential therapeutic guidance of the Glycolysis-TME Classifier, we anticipate that this classifier will be clinically beneficial in the management of patients with PCa.
Collapse
Affiliation(s)
- Tao Guo
- Department of Urology, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China
| | - Jian Wang
- Department of Urology, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China
| | - Shi Yan
- Department of Urology, Shanghai Changhai Hospital, Shanghai, China
| | - Xiangyu Meng
- Department of Urology , The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Xiaomin Zhang
- Department of Urology, Shanghai Changhai Hospital, Shanghai, China
| | - Shuang Xu
- Department of Urology, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China
| | - Shancheng Ren
- Department of Urology, Shanghai Changzheng Hospital, Shanghai, China
- *Correspondence: Yuhua Huang, ; Shancheng Ren,
| | - Yuhua Huang
- Department of Urology, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China
- *Correspondence: Yuhua Huang, ; Shancheng Ren,
| |
Collapse
|