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NXPH4 Used as a New Prognostic and Immunotherapeutic Marker for Muscle-Invasive Bladder Cancer. JOURNAL OF ONCOLOGY 2022; 2022:4271409. [PMID: 36245981 PMCID: PMC9553512 DOI: 10.1155/2022/4271409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Revised: 09/05/2022] [Accepted: 09/12/2022] [Indexed: 11/17/2022]
Abstract
Background One of the most common malignant tumors of the urinary system is muscle-invasive bladder cancer (MIBC). With the increased use of immunotherapy, its importance in the field of cancer is becoming abundantly evident. This study classifies MIBC according to GSVA score from the perspective of the GSEA immune gene set. Methods This study integrated the sequencing and clinical data of MIBC patients in TCGA and GEO databases, then scored the data using the GSVA algorithm, the CNMF algorithm was implemented to divide the subtypes of GEO and TCGA datasets, respectively, and finally screened and determined the key pathways in combination with clinical data. Simultaneously, LASSO Cox regression model was constructed based on key pathway genes to assess the model's predictive ability (ROC) and describe the immune landscape differences between high- and low-risk groups; key genes were further analyzed and verified in patient tissues. Results 404 TCGA and 297 GEO datasets were divided into C1-3 groups (TCGA-C1:120/C2:152/C3:132; GEO- C1:112/C2:101/C3:84), of which TCGA-C2 (n = 152) subtype and GEO-C1 (n = 112) subtype had the worst prognosis. LASSO Cox regression model with ROC (train set = 0.718, test set = 0.667) could be constructed. When combined with the Cancer Immunome Atlas database, it was found that patients with high-risk scores were more sensitive to PD-1 inhibitor and PD-1 inhibitor combined with CTLA-4. NXPH4, as a key gene, plays a role in MIBC with tissue validation results show that nxph4 is highly expressed in tumor. Conclusion The immune gene score of MIBC data in TCGA and GEO databases was successfully evaluated using GSVA in this research. The lasso Cox expression model was successfully constructed by screening immune genes, the high-risk group had a worse prognosis and higher sensitivity to immunotherapy, PD-1 inhibitors or PD-1 combined with CTLA-4 inhibitors can be preferentially used in high-risk patients who are sensitive to immunotherapy, and NXPH4 may be a molecular target to adjust the effect of immunotherapy.
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2
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Le A, Liu W, Wu C, Hu P, Zou J, Wu Y, Kuang L. Polymorphonuclear neutrophil activation by Src phosphorylation contributes to HLA-A2 antibody-induced transfusion-related acute lung injury. Mol Immunol 2022; 150:9-19. [PMID: 35914412 DOI: 10.1016/j.molimm.2022.04.010] [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: 09/06/2021] [Revised: 02/18/2022] [Accepted: 04/21/2022] [Indexed: 11/25/2022]
Abstract
Human leukocyte antigen (HLA)-A2 antibody contributes to the pathogenesis of transfusion-related acute lung injury (TRALI) via polymorphonuclear neutrophil (PMN) activation, but the signaling pathways involved this process remain largely undefined. In this study, we sought to study the signaling pathways involved in the pathogenesis of HLA-A2-induced TRALI. Lipopolysaccharide (LPS), and the plasma from the HLA-A2 antibody-positive donors were utilized to establish a rat model of TRALI. Human pulmonary endothelial cells (HPMECs) were in vitro co-cultured with HLA-A2 antibody-treated PMNs and then treated with LPS to induce a cytotoxicity model. The effects of HLA-A2 antibody on HPMEC injury were evaluated in this model. Besides, dasatinib was used to block the Src phosphorylation to explore whether Src involved in the TRALI or HPMEC injury induced by HLA-A2 antibody. The HLA-A2 antibody plus LPS induced TRALI and stimulated PMN activation in rats. HLA-A2 antibody-induced TRALI could be attenuated via depletion of PMN. HLA-A2 antibody activated NF-κB and NLRP3 inflammasome. In addition, HLA-A2 antibody aggravated the HPMEC injuries and the release of PMN surfaces makers, but dasatinib treatment reversed this effect, indicating that HLA-A2 antibody activated PMNs and exacerbated TRALI by stimulating phosphorylation of Src followed by activation of NF-κB and NLRP3 inflammasome, which was validated in vivo. In summary, HLA-A2 induced PMNs by activating NF-κB/NLRP3 inflammasome via phosphorylated-Src elevation, thereby exacerbating TRALI. This study highlights promising target for the treatment of antibody-mediated TRALI.
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Affiliation(s)
- Aiping Le
- Departments of Blood Transfusion, The First Affiliated Hospital of Nanchang University, Nanchang 330006, PR China.
| | - Wei Liu
- Departments of Blood Transfusion, The First Affiliated Hospital of Nanchang University, Nanchang 330006, PR China
| | - Chenggao Wu
- Departments of Blood Transfusion, The First Affiliated Hospital of Nanchang University, Nanchang 330006, PR China
| | - Piaoping Hu
- Departments of Blood Transfusion, The First Affiliated Hospital of Nanchang University, Nanchang 330006, PR China
| | - Juan Zou
- Departments of Blood Transfusion, The First Affiliated Hospital of Nanchang University, Nanchang 330006, PR China
| | - Yize Wu
- Departments of Blood Transfusion, The First Affiliated Hospital of Nanchang University, Nanchang 330006, PR China
| | - Linju Kuang
- Departments of Blood Transfusion, The First Affiliated Hospital of Nanchang University, Nanchang 330006, PR China
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Rashmi R, Majumdar S. Pan-Cancer Analysis Reveals the Prognostic Potential of the THAP9/THAP9-AS1 Sense-Antisense Gene Pair in Human Cancers. Noncoding RNA 2022; 8:ncrna8040051. [PMID: 35893234 PMCID: PMC9326536 DOI: 10.3390/ncrna8040051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Revised: 06/11/2022] [Accepted: 06/13/2022] [Indexed: 11/18/2022] Open
Abstract
Human THAP9, which encodes a domesticated transposase of unknown function, and lncRNA THAP9-AS1 (THAP9-antisense1) are arranged head-to-head on opposite DNA strands, forming a sense and antisense gene pair. We predict that there is a bidirectional promoter that potentially regulates the expression of THAP9 and THAP9-AS1. Although both THAP9 and THAP9-AS1 are reported to be involved in various cancers, their correlative roles on each other’s expression has not been explored. We analyzed the expression levels, prognosis, and predicted biological functions of the two genes across different cancer datasets (TCGA, GTEx). We observed that although the expression levels of the two genes, THAP9 and THAP9-AS1, varied in different tumors, the expression of the gene pair was strongly correlated with patient prognosis; higher expression of the gene pair was usually linked to poor overall and disease-free survival. Thus, THAP9 and THAP9-AS1 may serve as potential clinical biomarkers of tumor prognosis. Further, we performed a gene co-expression analysis (using WGCNA) followed by a differential gene correlation analysis (DGCA) across 22 cancers to identify genes that share the expression pattern of THAP9 and THAP9-AS1. Interestingly, in both normal and cancer samples, THAP9 and THAP9-AS1 often co-express; moreover, their expression is positively correlated in each cancer type, suggesting the coordinated regulation of this H2H gene pair.
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顾 睿, 刘 敏, 林 苹, 丰 天, 袁 航, 欧 德, 李 思, 李 琴, 赵 岗, 张 洁, 李 凯. [Correlation analysis of Poor Prognosis and Immunotherapy of lncRNAs Related with m 6A Modification in Cervical Cancer]. SICHUAN DA XUE XUE BAO. YI XUE BAN = JOURNAL OF SICHUAN UNIVERSITY. MEDICAL SCIENCE EDITION 2022; 53:626-636. [PMID: 35871733 PMCID: PMC10409463 DOI: 10.12182/20220760504] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Indexed: 06/15/2023]
Abstract
Objective To study the correlation between N 6-methyladenosine (m 6A)-modification-associated long non-coding RNAs (lncRNAs) and poor prognosis and immunotherapy in cervical cancer based on data mining of The Cancer Genome Atlas (TCGA) cervical cancer dataset, so as to assess effectively the prognosis of cervical cancer patients and the feasibility of immunotherapy. Methods We identified m 6A-modification-associated lncRNAs correlated to the prognosis of cervical cancer by conducting bioinformatics analysis of cervical cancer samples from the TCGA datasets and constructed a prognostic risk model of cervical cancer accordingly. Results A total of 343 m 6A-modification-associated lncRNAs were identified from the samples of 304 cervical cancer patients. Univariate Cox regression analysis showed that 26 out of the 343 m 6A-modification-associated lncRNAs were significantly associated with the prognosis of cervical cancer patients. We identified 7 m 6A-modification-associated lncRNAs, including DLEU1, AC099850.4, DDN-AS1, EP300-AS1, AC131159.1, AL441992.2, and AL021707.6 through Lasso regression analysis and then developed a prognostic risk model based on them. According to the Kaplan-Meier survival analysis, cervical cancer patients in the low-risk group exhibited significantly improved overall survival (OS) in comparison with those in the high-risk group ( P<0.001). The area under the curve ( AUC) of receiver operating characteristic (ROC) curve analysis demonstrated the high sensitivity and credibility of the risk model. Multivariate Cox analysis showed that the risk score was an independent prognostic factor of cervical cancer patients. Tumor immune dysfunction and exclusion (TIDE) analysis predicted that the high-risk group would benefit more from immunotherapy. In addition, we found that immune checkpoint PD1 was associated with the expression of m6A-modification-related lncRNAs such as DDN-AS1, and the expression was higher in the high-risk group ( P<0.05). Conclusion The prognostic risk model constructed on the basis of the aforementioned 7 m 6A-modification-associated lncRNAs can be used to effectively predict the prognosis of cervical cancer patients and assess the efficacy of immunotherapy targeting PD1.
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Affiliation(s)
- 睿 顾
- 四川大学华西医院肿瘤中心 实验肿瘤研究室 (成都 610041)Lab of Experimental Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu 610041, China
| | - 敏 刘
- 四川大学华西医院肿瘤中心 实验肿瘤研究室 (成都 610041)Lab of Experimental Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu 610041, China
| | - 苹 林
- 四川大学华西医院肿瘤中心 实验肿瘤研究室 (成都 610041)Lab of Experimental Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu 610041, China
| | - 天宇 丰
- 四川大学华西医院肿瘤中心 实验肿瘤研究室 (成都 610041)Lab of Experimental Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu 610041, China
| | - 航 袁
- 四川大学华西医院肿瘤中心 实验肿瘤研究室 (成都 610041)Lab of Experimental Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu 610041, China
| | - 德琼 欧
- 四川大学华西医院肿瘤中心 实验肿瘤研究室 (成都 610041)Lab of Experimental Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu 610041, China
| | - 思琦 李
- 四川大学华西医院肿瘤中心 实验肿瘤研究室 (成都 610041)Lab of Experimental Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu 610041, China
| | - 琴 李
- 四川大学华西医院肿瘤中心 实验肿瘤研究室 (成都 610041)Lab of Experimental Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu 610041, China
| | - 岗 赵
- 四川大学华西医院肿瘤中心 实验肿瘤研究室 (成都 610041)Lab of Experimental Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu 610041, China
| | - 洁 张
- 四川大学华西医院肿瘤中心 实验肿瘤研究室 (成都 610041)Lab of Experimental Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu 610041, China
| | - 凯 李
- 四川大学华西医院肿瘤中心 实验肿瘤研究室 (成都 610041)Lab of Experimental Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu 610041, China
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Splenic T lymphocytes induce the formation of immunosuppressive neutrophils through IFN-γ in sepsis. Inflamm Res 2021; 71:81-91. [PMID: 34841450 DOI: 10.1007/s00011-021-01524-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2021] [Accepted: 11/13/2021] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Despite many advances in treatment, the prognosis of patients with sepsis still remains poor. Polymorphonuclear leukocytes (PMNs) are the first line of defense against infection. This study aimed to reveal the reason and mechanism of the production of PD-L1+ PMNs in sepsis. METHODS Cecal ligation and perforation mouse model was established to simulate sepsis. And PMNs were treated for 4 h, 12 h with or without 100 ng/mL (IFN-γ) for further gene sequencing. PD-L1, PD-1, Ly6G, and CD3 were detected by multiplexed immunofluorescence. In addition, expression of PD-L1 and function of PMNs were assessed by flow cytometry. Serum and cell culture supernatant were measured with ELISA assays. Western blot was used to verify the JAK2/STAT1 pathway. RESULTS Our study demonstrates that PMNs are the main immune cells with high expression of PD-L1 during sepsis, and these cells, therefore, play a critical role in immunosuppression. In vivo studies demonstrated a specific interaction between PD-L1+ PMNs and PD-1+ T cells. In vitro studies further demonstrated that IFN-γ induced the production of PD-L1+ PMNs through the JAK2/STAT1 pathway. In addition, Fedratinib, an inhibitor of Jak2, was shown to significantly reduce the expression of PD-L1 in neutrophils. CONCLUSIONS These data demonstrate that secretion of IFN-γ by splenic T lymphocytes induces the production of PD-L1 + PMNs through the JAK2/STAT1 pathway in sepsis.
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Bhalla M, Heinzinger LR, Morenikeji OB, Marzullo B, Thomas BN, Bou Ghanem EN. Transcriptome Profiling Reveals CD73 and Age-Driven Changes in Neutrophil Responses against Streptococcus pneumoniae. Infect Immun 2021; 89:e0025821. [PMID: 34310891 PMCID: PMC8519284 DOI: 10.1128/iai.00258-21] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Accepted: 07/15/2021] [Indexed: 11/20/2022] Open
Abstract
Neutrophils are required for host resistance against Streptococcus pneumoniae, but their function declines with age. We previously found that CD73, an enzyme required for antimicrobial activity, is downregulated in neutrophils (also known as polymorphonuclear leukocytes [PMNs]) from aged mice. This study explored transcriptional changes in neutrophils induced by S. pneumoniae to identify pathways controlled by CD73 and dysregulated with age. Pure bone marrow-derived neutrophils isolated from wild-type (WT) young and old and CD73 knockout (CD73KO) young mice were mock challenged or infected with S. pneumoniae ex vivo. RNA sequencing (RNA-Seq) was performed to identify differentially expressed genes (DEGs). We found that infection triggered distinct global transcriptional changes across hosts that were strongest in CD73KO neutrophils. Surprisingly, there were more downregulated than upregulated genes in all groups upon infection. Downregulated DEGs indicated a dampening of immune responses in old and CD73KO hosts. Further analysis revealed that CD73KO neutrophils expressed higher numbers of long noncoding RNAs (lncRNAs) than those in WT controls. Predicted network analysis indicated that CD73KO-specific lncRNAs control several signaling pathways. We found that genes in the c-Jun N-terminal kinase (JNK)-mitogen-activated protein kinase (MAPK) pathway were upregulated upon infection in CD73KO mice and in WT old mice, but not in WT young mice. This corresponded to functional differences, as phosphorylation of the downstream AP-1 transcription factor component c-Jun was significantly higher in neutrophils from infected CD73KO mice and old mice. Importantly, inhibition of JNK/AP-1 rescued the ability of these neutrophils to kill S. pneumoniae. Together, our findings revealed that the ability of neutrophils to modify their gene expression to better adapt to bacterial infection is in part regulated by CD73 and declines with age.
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Affiliation(s)
- Manmeet Bhalla
- Department of Microbiology and Immunology, State University of New York at Buffalo School of Medicine, Buffalo, New York, USA
| | - Lauren R. Heinzinger
- Department of Microbiology and Immunology, State University of New York at Buffalo School of Medicine, Buffalo, New York, USA
| | - Olanrewaju B. Morenikeji
- Department of Biomedical Sciences, College of Health Sciences and Technology, Rochester Institute of Technology, Rochester, New York, USA
- Division of Biological and Health Sciences, University of Pittsburgh–Bradford, Bradford, Pennsylvania, USA
| | - Brandon Marzullo
- Department of Biochemistry and Center of Excellence in Bioinformatics and Life Sciences, State University of New York at Buffalo, Buffalo, New York, USA
| | - Bolaji N. Thomas
- Department of Biomedical Sciences, College of Health Sciences and Technology, Rochester Institute of Technology, Rochester, New York, USA
| | - Elsa N. Bou Ghanem
- Department of Microbiology and Immunology, State University of New York at Buffalo School of Medicine, Buffalo, New York, USA
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Current Understanding of the Neutrophil Transcriptome in Health and Disease. Cells 2021; 10:cells10092406. [PMID: 34572056 PMCID: PMC8469435 DOI: 10.3390/cells10092406] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2021] [Revised: 09/08/2021] [Accepted: 09/09/2021] [Indexed: 12/23/2022] Open
Abstract
Neutrophils are key cells of the innate immune system. It is now understood that this leukocyte population is diverse in both the basal composition and functional plasticity. Underlying this plasticity is a post-translational framework for rapidly achieving early activation states, but also a transcriptional capacity that is becoming increasingly recognized by immunologists. Growing interest in the contribution of neutrophils to health and disease has resulted in more efforts to describe their transcriptional activity. Whilst initial efforts focused predominantly on understanding the existing biology, investigations with advanced methods such as single cell RNA sequencing to understand interactions of the entire immune system are revealing higher flexibility in neutrophil transcription than previously thought possible and multiple transition states. It is now apparent that neutrophils utilise many forms of RNA in the regulation of their function. This review collates current knowledge on the nuclei structure and gene expression activity of human neutrophils across homeostasis and disease, before highlighting knowledge gaps that are research priority areas.
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Tang W, Zhu S, Liang X, Liu C, Song L. The Crosstalk Between Long Non-Coding RNAs and Various Types of Death in Cancer Cells. Technol Cancer Res Treat 2021; 20:15330338211033044. [PMID: 34278852 PMCID: PMC8293842 DOI: 10.1177/15330338211033044] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
With the increasing aging population, cancer has become one of the leading causes of death worldwide, and the number of cancer cases and deaths is only anticipated to grow further. Long non-coding RNAs (lncRNAs), which are closely associated with the expression level of downstream genes and various types of bioactivity, are regarded as one of the key regulators of cancer cell proliferation and death. Cell death, including apoptosis, necrosis, autophagy, pyroptosis, and ferroptosis, plays a vital role in the progression of cancer. A better understanding of the regulatory relationships between lncRNAs and these various types of cancer cell death is therefore urgently required. The occurrence and development of tumors can be controlled by increasing or decreasing the expression of lncRNAs, a method which confers broad prospects for cancer treatment. Therefore, it is urgent for us to understand the influence of lncRNAs on the development of different modes of tumor death, and to evaluate whether lncRNAs have the potential to be used as biological targets for inducing cell death and predicting prognosis and recurrence of chemotherapy. The purpose of this review is to provide an overview of the various forms of cancer cell death, including apoptosis, necrosis, autophagy, pyroptosis, and ferroptosis, and to describe the mechanisms of different types of cancer cell death that are regulated by lncRNAs in order to explore potential targets for cancer therapy.
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Affiliation(s)
- Wenwen Tang
- School of Medical and Life Sciences/Reproductive & Women-Children Hospital, 118385Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, People's Republic of China
| | - Shaomi Zhu
- School of Medical and Life Sciences/Reproductive & Women-Children Hospital, 118385Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, People's Republic of China
| | - Xin Liang
- School of Medical and Life Sciences/Reproductive & Women-Children Hospital, 118385Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, People's Republic of China
| | - Chi Liu
- School of Medical and Life Sciences/Reproductive & Women-Children Hospital, 118385Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, People's Republic of China
| | - Linjiang Song
- School of Medical and Life Sciences/Reproductive & Women-Children Hospital, 118385Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, People's Republic of China
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Wang J, Liu X, Wang Y, Xin B, Wang W. The role of long noncoding RNA THAP9-AS1 in the osteogenic differentiation of dental pulp stem cells via the miR-652-3p/VEGFA axis. Eur J Oral Sci 2021; 129:e12790. [PMID: 34288157 DOI: 10.1111/eos.12790] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Revised: 03/15/2021] [Accepted: 03/25/2021] [Indexed: 12/18/2022]
Abstract
Dental pulp stem cells (DPSCs) are multipotent and may play crucial roles in dentin-pulp regeneration. Recent studies have revealed that long noncoding RNAs (lncRNAs) are implicated in the osteogenic differentiation of DPSCs. However, the specific role and potential mechanisms of the lncRNA trihydroxyacetophenone domain containing nine antisense RNA 1 (THAP9-AS1) during osteogenic differentiation of DPSCs remain unknown. In the present study, we determined that THAP9-AS1 expression was upregulated during osteogenic differentiation of DPSCs. Moreover, we investigated the biological functions of THAP9-AS1 during osteogenic differentiation of DPSCs by loss-of-function assays. THAP9-AS1 knockdown inhibited osteogenic differentiation of DPSCs by decreasing alkaline phosphatase activity, alkaline phosphatase-positive cell ratio, mineralizing matrix and mRNA, and protein levels of early osteogenic-markers. We also found that THAP9-AS1 interacted with miR-652-3p, whose downstream gene target is vascular endothelial growth factor A (VEGFA). In addition, rescue assays indicated that VEGFA rescued the effects of THAP9-AS1 knockdown during osteogenic differentiation of DPSCs. In summary, we verified that knockdown of THAP9-AS1 inhibits osteogenic differentiation of DPSCs via the miR-652-3p/VEGFA axis. Our findings may be helpful to extend research on the mechanisms underlying osteogenic differentiation of DPSCs.
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Affiliation(s)
- Jia Wang
- Department of Cariology and Endodontology, Qingdao Stomatological Hospital Affiliated to Qingdao University, Qingdao, Shandong, China
| | - Xueyu Liu
- Department of Cariology and Endodontology, Qingdao Stomatological Hospital Affiliated to Qingdao University, Qingdao, Shandong, China
| | - Yue Wang
- Department of Stomatology, Qingdao Eighth People's Hospital, Qingdao, Shandong, China
| | - Bingchang Xin
- Department of Cariology and Endodontology, Qingdao Stomatological Hospital Affiliated to Qingdao University, Qingdao, Shandong, China
| | - Wei Wang
- Department of Prosthodontics, Qingdao Stomatological Hospital Affiliated to Qingdao University, Qingdao, Shandong, China
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Zhang GZ, Wu ZL, Li CY, Ren EH, Yuan WH, Deng YJ, Xie QQ. Development of a Machine Learning-Based Autophagy-Related lncRNA Signature to Improve Prognosis Prediction in Osteosarcoma Patients. Front Mol Biosci 2021; 8:615084. [PMID: 34095215 PMCID: PMC8176230 DOI: 10.3389/fmolb.2021.615084] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2020] [Accepted: 03/29/2021] [Indexed: 12/15/2022] Open
Abstract
Background Osteosarcoma is a frequent bone malignancy in children and young adults. Despite the availability of some prognostic biomarkers, most of them fail to accurately predict prognosis in osteosarcoma patients. In this study, we used bioinformatics tools and machine learning algorithms to establish an autophagy-related long non-coding RNA (lncRNA) signature to predict the prognosis of osteosarcoma patients. Methods We obtained expression and clinical data from osteosarcoma patients in the Therapeutically Applicable Research to Generate Effective Treatments (TARGET) and Gene Expression Omnibus (GEO) databases. We acquired an autophagy gene list from the Human Autophagy Database (HADb) and identified autophagy-related lncRNAs by co-expression analyses. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses of the autophagy-related lncRNAs were conducted. Univariate and multivariate Cox regression analyses were performed to assess the prognostic value of the autophagy-related lncRNA signature and validate the relationship between the signature and osteosarcoma patient survival in an independent cohort. We also investigated the relationship between the signature and immune cell infiltration. Results We initially identified 69 autophagy-related lncRNAs, 13 of which were significant predictors of overall survival in osteosarcoma patients. Kaplan-Meier analyses revealed that the 13 autophagy-related lncRNAs could stratify patients based on their outcomes. Receiver operating characteristic curve analyses confirmed the superior prognostic value of the lncRNA signature compared to clinically used prognostic biomarkers. Importantly, the autophagy-related lncRNA signature predicted patient prognosis independently of clinicopathological characteristics. Furthermore, we found that the expression levels of the autophagy-related lncRNA signature were significantly associated with the infiltration levels of different immune cell subsets, including T cells, NK cells, and dendritic cells. Conclusion The autophagy-related lncRNA signature established here is an independent and robust predictor of osteosarcoma patient survival. Our findings also suggest that the expression of these 13 autophagy-related lncRNAs may promote osteosarcoma progression by regulating immune cell infiltration in the tumor microenvironment.
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Affiliation(s)
- Guang-Zhi Zhang
- The Second Clinical Medical College, Lanzhou University, Lanzhou, China.,Department of Orthopedics, Lanzhou University Second Hospital, Lanzhou, China.,Lintao County Traditional Chinese Medicine Hospital of Gansu Province, Lintao, China
| | - Zuo-Long Wu
- The Second Clinical Medical College, Lanzhou University, Lanzhou, China.,Department of Orthopedics, Lanzhou University Second Hospital, Lanzhou, China
| | - Chun-Ying Li
- The Fourth People's Hospital of Qinghai Province, Xining, China
| | - En-Hui Ren
- The Second Clinical Medical College, Lanzhou University, Lanzhou, China.,Department of Orthopedics, Lanzhou University Second Hospital, Lanzhou, China.,Department of Orthopaedics, Xining First People's Hospital, Xining, China
| | - Wen-Hua Yuan
- The Second Clinical Medical College, Lanzhou University, Lanzhou, China.,Department of Orthopedics, Lanzhou University Second Hospital, Lanzhou, China
| | - Ya-Jun Deng
- The Second Clinical Medical College, Lanzhou University, Lanzhou, China.,Department of Orthopedics, Lanzhou University Second Hospital, Lanzhou, China
| | - Qi-Qi Xie
- Affiliated Hospital of Qinghai University, Xining, China.,Affiliated Cancer Hospital of Qinghai University, Xining, China.,Breast Disease Diagnosis and Treatment Center, Affiliated Hospital of Qinghai University & Affiliated Cancer Hospital of Qinghai University, Xining, China
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11
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Yuyun X, Fan Y, Weiping W, Qing Y, Bingwei S. Metabolomic analysis of spontaneous neutrophil apoptosis reveals the potential involvement of glutathione depletion. Innate Immun 2020; 27:31-40. [PMID: 32910715 PMCID: PMC7780355 DOI: 10.1177/1753425920951985] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Spontaneous apoptosis of neutrophils plays a key role in maintaining immune homeostasis and resolving inflammation. However, the mechanism triggering this apoptosis remains obscure. In the present study, we performed a global metabolomics analysis of neutrophils undergoing spontaneous apoptosis by using hydrophilic interaction chromatography ultra-high-performance liquid chromatography-tandem quadrupole/time-of-flight mass spectrometry and found 23 metabolites and 42 related pathways that were altered in these cells. Among them, glutathione, which is known to be involved in apoptosis, was particularly interesting. We found that L-pyroglutamic acid, glutamate, and their glutathione-mediated embolic pathways were all changed. Our findings confirmed the glutathione levels decreased in apoptotic neutrophils. Exogenous glutathione and LPS treatment delayed neutrophil apoptosis and decreased the levels of pro-apoptotic protein caspase-3. γ-glutamylcyclotransferase, 5-oxoprolinase, and ChaC1, which participated in glutathione degradation, were all activated. At the same time, the down-regulation of ATP production suggested the activity of glutathione biosynthesis may be attenuated even if glutamate-cysteine ligase and glutathione synthase, which are two ATP-dependent enzymes participating in glutathione biosynthesis, were enhanced. To our knowledge, this is the first report highlighting a global metabolomics analysis using hydrophilic interaction chromatography ultra-high-performance liquid chromatography-tandem quadrupole/time-of-flight mass spectrometry and the potential involvement of glutathione depletion in spontaneous apoptosis of neutrophils demonstrating that LPS could delay this process.
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Affiliation(s)
- Xiong Yuyun
- Department of Clinical Laboratory, Affiliated Hospital of Jiangsu University, People's Republic of China
| | - Yu Fan
- Department of Clinical Laboratory, Affiliated Hospital of Jiangsu University, People's Republic of China
| | - Wei Weiping
- Department of Clinical Laboratory, Affiliated Hospital of Jiangsu University, People's Republic of China
| | - Yin Qing
- Department of Clinical Laboratory, Affiliated Hospital of Jiangsu University, People's Republic of China
| | - Sun Bingwei
- Department of Burn and Plastic Surgery, Affiliated Suzhou Hospital of Nanjing Medical University, People's Republic of China
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