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Zhu H, Xu Y, Xia J, Guo X, Fang Y, Fan J, Li F, Wu J, Zheng G, Liu Y. Identification and analysis of methylation signature genes and association with immune infiltration in pediatric acute myeloid leukemia. J Cancer Res Clin Oncol 2023; 149:14965-14982. [PMID: 37606761 DOI: 10.1007/s00432-023-05284-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Accepted: 08/11/2023] [Indexed: 08/23/2023]
Abstract
BACKGROUND Acute myeloid leukemia (AML) is a common leukemia with low cure rate and poor prognosis among pediatric patients. The regulation of AML immune microenvironment and methylation remains to be explored. Pediatric and adult AML patients differ significantly in epigenetic factors, and the efficiency of treatment modalities varies between the two groups of patients. METHODS We collected mRNA, miRNA and DNA methylation data from pediatric AML patients across multiple databases. Differentially expression genes were identified, and a gene-miRNA regulatory network was constructed. Prognostic risk models were established by integrating LASSO and Cox regression, and a nomogram was generated. Based on this model, we investigated tumor-infiltrating immune cells and cell communication, analyzing the biological functions and pathways associated with prognostic factors. Furthermore, the relationships between all prognostic factors and gene modules were explored, and the impact of these factors on treatment modalities was determined. RESULTS We developed an efficient prognostic risk model and identified HOXA9, SORT1, SH3BP5, mir-224 and mir-335 as biomarkers. We validated these findings in an external dataset and observed a correlation between age and risk in pediatric patients. AML samples with lower risk scores have a better prognosis and higher expression of immune-upregulated biomarkers, and have lower immune scores. Furthermore, we detected discrepancies in immune cell infiltration and interactions between high- and low-risk group samples, which affected the efficacy of immunotherapy. We evaluated all prognostic factors and predicted the effect of immunotherapy and medicine. CONCLUSION This study comprehensively investigated the role of methylation signature genes in pediatric AML at the level of genomes and transcriptomes. The research aims to enhance the risk stratification, prognosis evaluation and assessment of treatment effectiveness of AML patients. This study also highlight the uniqueness of pediatric AML and foster the development of new immunotherapy and targeted therapy strategies.
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Affiliation(s)
- Huawei Zhu
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, Panjin, 124221, China
| | - Yanbo Xu
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, Panjin, 124221, China
| | - Jun Xia
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, Panjin, 124221, China
| | - Xu Guo
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, Panjin, 124221, China
| | - Yujie Fang
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, Panjin, 124221, China
| | - Jingzhi Fan
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, Panjin, 124221, China
| | - Fangjun Li
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, Panjin, 124221, China
| | - Jinhong Wu
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, Panjin, 124221, China
| | - Guoliang Zheng
- Liaoning Cancer Hospital, China Medical University, Shenyang, 110042, China.
| | - Yubo Liu
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, Panjin, 124221, China.
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Tang F, Tang Z, Lu Z, Cai Y, Lai Y, Mai Y, Li Z, Lu Z, Zhang J, Li Z, He Z. A novel autophagy-related long non-coding RNAs prognostic risk score for clear cell renal cell carcinoma. BMC Urol 2022; 22:203. [PMID: 36496360 PMCID: PMC9741795 DOI: 10.1186/s12894-022-01148-8] [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: 04/02/2022] [Accepted: 11/08/2022] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND As the main histological subtype of renal cell carcinoma, clear cell renal cell carcinoma (ccRCC) places a heavy burden on health worldwide. Autophagy-related long non-coding RNAs (ARlncRs) have shown tremendous potential as prognostic signatures in several studies, but the relationship between them and ccRCC still has to be demonstrated. METHODS The RNA-sequencing and clinical characteristics of 483 ccRCC patients were downloaded download from the Cancer Genome Atlas and International Cancer Genome Consortium. ARlncRs were determined by Pearson correlation analysis. Univariate and multivariate Cox regression analyses were applied to establish a risk score model. A nomogram was constructed considering independent prognostic factors. The Harrell concordance index calibration curve and the receiver operating characteristic analysis were utilized to evaluate the nomogram. Furthermore, functional enrichment analysis was used for differentially expressed genes between the two groups of high- and low-risk scores. RESULTS A total of 9 SARlncRs were established as a risk score model. The Kaplan-Meier survival curve, principal component analysis, and subgroup analysis showed that low overall survival of patients was associated with high-risk scores. Age, M stage, and risk score were identified as independent prognostic factors to establish a nomogram, whose concordance index in the training cohort, internal validation, and external ICGC cohort was 0.793, 0.671, and 0.668 respectively. The area under the curve for 5-year OS prediction in the training cohort, internal validation, and external ICGC cohort was 0.840, 0.706, and 0.708, respectively. GO analysis and KEGG analysis of DEGs demonstrated that immune- and inflammatory-related pathways are likely to be critically involved in the progress of ccRCC. CONCLUSIONS We established and validated a novel ARlncRs prognostic risk model which is valuable as a potential therapeutic target and prognosis indicator for ccRCC. A nomogram including the risk model is a promising clinical tool for outcomes prediction of ccRCC patients and further formulation of individualized strategy.
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Affiliation(s)
- Fucai Tang
- grid.12981.330000 0001 2360 039XDepartment of Urology, The Eighth Affiliated Hospital, Sun Yat-Sen University, No. 3025, Shennan Zhong Road, Shenzhen, 518033 China
| | - Zhicheng Tang
- grid.410737.60000 0000 8653 1072The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou, 511436 Guangdong China
| | - Zechao Lu
- grid.12981.330000 0001 2360 039XDepartment of Urology, The Eighth Affiliated Hospital, Sun Yat-Sen University, No. 3025, Shennan Zhong Road, Shenzhen, 518033 China
| | - Yueqiao Cai
- grid.410737.60000 0000 8653 1072The First Clinical College of Guangzhou Medical University, Guangzhou, 511436 Guangdong China
| | - Yongchang Lai
- grid.12981.330000 0001 2360 039XDepartment of Urology, The Eighth Affiliated Hospital, Sun Yat-Sen University, No. 3025, Shennan Zhong Road, Shenzhen, 518033 China
| | - Yuexue Mai
- grid.410737.60000 0000 8653 1072The Sixth Clinical College of Guangzhou Medical University, Guangzhou, 511436 Guangdong China
| | - Zhibiao Li
- grid.12981.330000 0001 2360 039XDepartment of Urology, The Eighth Affiliated Hospital, Sun Yat-Sen University, No. 3025, Shennan Zhong Road, Shenzhen, 518033 China
| | - Zeguang Lu
- grid.410737.60000 0000 8653 1072The Second Clinical College of Guangzhou Medical University, Guangzhou, 511436 Guangdong China
| | - Jiahao Zhang
- grid.410737.60000 0000 8653 1072The Sixth Clinical College of Guangzhou Medical University, Guangzhou, 511436 Guangdong China
| | - Ze Li
- grid.410737.60000 0000 8653 1072The First Clinical College of Guangzhou Medical University, Guangzhou, 511436 Guangdong China
| | - Zhaohui He
- grid.12981.330000 0001 2360 039XDepartment of Urology, The Eighth Affiliated Hospital, Sun Yat-Sen University, No. 3025, Shennan Zhong Road, Shenzhen, 518033 China
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Hao S, Yang C, Song P, Shi H, Zou Y, Chen M, Wu X, Yin Y, Yu Z, Zhu W, Li M. CLDN4 promotes growth of acute myeloid leukemia cells via regulating AKT and ERK1/2 signaling. Biochem Biophys Res Commun 2022; 619:137-143. [PMID: 35760010 DOI: 10.1016/j.bbrc.2022.06.031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2022] [Revised: 06/09/2022] [Accepted: 06/09/2022] [Indexed: 11/30/2022]
Abstract
Acute myeloid leukemia (AML) is the most common acute leukemia affecting adults. The tight junction protein CLDN4 is closely related to the development of various epithelial cell carcinomas. However, whether CLDN4 contributes to AML development remains unclear. For the first time, we found that expression of CLDN4 is aberrantly up-regulated in AML cells. Knockdown of CLDN4 expression resulted in a dramatic decreased cell growth, elevated apoptosis of AML cells. Further, we revealed that knockdown of CLDN4 inhibits mRNA expression of PIK3R3 and MAP2K2, thus suppresses activation of AKT and ERK1/2. More importantly, activating AKT branch by SC79 partially compromised CLDN4 knockdown induced cell viability inhibition. In addition, we found that higher expression of CLDN4 is connected to worse survival and is an independent indicator of shorter disease free survival (DFS) in AML patients. Together, our results indicate that CLDN4 contributes to AML pathogenesis, and suggests that targeting CLDN4 is a promising option for AML treatment.
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Affiliation(s)
- Shiyu Hao
- School of Basic Medical Sciences, Binzhou Medical University, Yantai, 264003, China.
| | - Chunyan Yang
- The School of Dental Medicine, Binzhou Medical University, Yantai, 264003, China.
| | - Peng Song
- Institute of Integrated Medicine, Binzhou Medical University, Yantai, 264003, China.
| | - Hewen Shi
- Institute of Integrated Medicine, Binzhou Medical University, Yantai, 264003, China.
| | - Ying Zou
- Institute of Integrated Medicine, Binzhou Medical University, Yantai, 264003, China.
| | - Meiyang Chen
- School of Basic Medical Sciences, Binzhou Medical University, Yantai, 264003, China.
| | - Xingli Wu
- School of Basic Medical Sciences, Binzhou Medical University, Yantai, 264003, China.
| | - Yancun Yin
- School of Basic Medical Sciences, Binzhou Medical University, Yantai, 264003, China.
| | - Zhenhai Yu
- School of Basic Medical Sciences, Binzhou Medical University, Yantai, 264003, China.
| | - Weiwei Zhu
- Clinical Trial Agency, Yantai Yuhuangding Hospital Affiliated to Qingdao University, Yantai, 264000, China.
| | - Minjing Li
- Institute of Integrated Medicine, Binzhou Medical University, Yantai, 264003, China.
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Qiao R, Zhong R, Liu C, Di F, Zhang Z, Wang L, Xu T, Wang Y, Dai L, Gu W, Han B, Yang R. Novel blood-based hypomethylation of SH3BP5 is associated with very early-stage lung adenocarcinoma. Genes Genomics 2021; 44:445-453. [PMID: 34783986 DOI: 10.1007/s13258-021-01190-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2021] [Accepted: 11/08/2021] [Indexed: 10/19/2022]
Abstract
BACKGROUND Early detection is essential to improve the survival of lung cancer (LC). The quantitative measurement of specific DNA methylation changes in the peripheral blood could provide an efficient strategy for the detection of early cancer. OBJECTIVE We applied a candidate approach and assess the association between blood-based SH3BP5 methylation and the risk of lung adenocarcinoma (LUAD) in a case-control cohort. METHODS The methylation level of four CpG sites in the promoter of SH3BP5 gene was quantitatively determined by mass spectrometry in 171 very early-stage LUAD patients (93.6% LUAD at stage I) and 190 age and gender-matched controls. The logistic regression and non-parametric tests were used for the statistical analyses. RESULTS We observed a significant association between decreased methylation of SH3BP5_CpG_4 in the peripheral blood and increased risk of LUAD (odds ratio (OR) per-10% methylation = 1.51, P = 0.006, FDR = 0.024), and even for the LUAD at stage I (OR per-10% methylation = 1.53, P = 0.006, FDR = 0.024). Moreover, the lower quartile of SH3BP5_CpG_4 methylation was correlated with increased risk for LUAD with a P trend of 0.011. Further investigation disclosed that the hypomethylation of SH3BP5_CpG_4 was mostly associated with LUAD in younger subjects (OR per-10% methylation = 2.02, P = 0.010, age < 55 years old) and probably could be enhanced by advance stage. CONCLUSION Our study revealed an association between blood-based SH3BP5 hypomethylation and very early-stage LUAD, which provides a novel support for the blood-based methylation signatures as a potential marker for the evaluation of cancer risk.
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Affiliation(s)
- Rong Qiao
- Shanghai Chest Hospital, Shanghai Jiaotong University, Shanghai, 200030, China
| | - Runbo Zhong
- Shanghai Chest Hospital, Shanghai Jiaotong University, Shanghai, 200030, China
| | - Chunlan Liu
- Department of Epidemiology and Biostatistics, School of Public Health, Nanjing Medical University, Nanjing, 210000, China
| | - Feifei Di
- Nanjing TANTICA Biotechnology Co. Ltd, Nanjing, 210000, China
| | - Zheng Zhang
- Nanjing TANTICA Biotechnology Co. Ltd, Nanjing, 210000, China
| | - Ling Wang
- Nanjing TANTICA Biotechnology Co. Ltd, Nanjing, 210000, China
| | - Tian Xu
- Department of Clinical Laboratory, Jiangsu Province Hospital of Chinese Medicine, Nanjing, 210000, China
| | - Yue Wang
- Shanghai Chest Hospital, Shanghai Jiaotong University, Shanghai, 200030, China
| | - Liping Dai
- Henan Institute of Medical and Pharmaceutical Sciences, Academy of Medical Science, Zhengzhou University, Zhengzhou, 450052, China
| | - Wanjian Gu
- Department of Clinical Laboratory, Jiangsu Province Hospital of Chinese Medicine, Nanjing, 210000, China
| | - Baohui Han
- Shanghai Chest Hospital, Shanghai Jiaotong University, Shanghai, 200030, China.
| | - Rongxi Yang
- Department of Epidemiology and Biostatistics, School of Public Health, Nanjing Medical University, Nanjing, 210000, China. .,Nanjing TANTICA Biotechnology Co. Ltd, Nanjing, 210000, China.
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MiR-106b-5p Promotes Malignant Behaviors of Cervical Squamous Cell Carcinoma Cells by Targeting TIMP2. Reprod Sci 2021; 29:203-211. [PMID: 34767243 DOI: 10.1007/s43032-021-00788-9] [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: 01/06/2021] [Accepted: 10/30/2021] [Indexed: 10/19/2022]
Abstract
The objective of this study was to investigate modulatory mechanism of miR-106b-5p and tissue inhibitor of metalloproteinases 2 (TIMP2) on cervical squamous cell carcinoma cells. Differentially expressed genes in CSCC were analyzed via bioinformatics analysis. The targeting impact of miR-106b-5p on TIMP2 was validated through dual-luciferase assay and RNA immunoprecipitation assay. MiR-106b-5p level and TIMP2 mRNA level were assessed via qRT-PCR. TIMP2 protein level was measured via western blot. Malignant behaviors of CSCC cells were evaluated by functional experiments. The EMT and apoptosis-related proteins were determined via western blot. MiR-106b-5p was noticeably elevated in CSCC cells. Its downstream target was TIMP2. MiR-106b-5p and TIMP2 levels were inversely correlated. MiR-106b-5p overexpression fostered malignant phenotypes of CSCC cells, and vice versus. TIMP2 overexpression weakened the promotive impact of forced expression of miR-106b-5p on CSCC cell growth. EMT was facilitated by forced expression of miR-106b-5p. MiR-106b-5p regulates the progression of CSCC cells via targeting TIMP2, which may provide novel value for development of therapeutic targets for CSCC.
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Monticolo F, Chiusano ML. Computational Approaches for Cancer-Fighting: From Gene Expression to Functional Foods. Cancers (Basel) 2021; 13:4207. [PMID: 34439361 PMCID: PMC8393935 DOI: 10.3390/cancers13164207] [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: 07/07/2021] [Revised: 08/13/2021] [Accepted: 08/17/2021] [Indexed: 01/22/2023] Open
Abstract
It is today widely accepted that a healthy diet is very useful to prevent the risk for cancer or its deleterious effects. Nutrigenomics studies are therefore taking place with the aim to test the effects of nutrients at molecular level and contribute to the search for anti-cancer treatments. These efforts are expanding the precious source of information necessary for the selection of natural compounds useful for the design of novel drugs or functional foods. Here we present a computational study to select new candidate compounds that could play a role in cancer prevention and care. Starting from a dataset of genes that are co-expressed in programmed cell death experiments, we investigated on nutrigenomics treatments inducing apoptosis, and searched for compounds that determine the same expression pattern. Subsequently, we selected cancer types where the genes showed an opposite expression pattern and we confirmed that the apoptotic/nutrigenomics expression trend had a significant positive survival in cancer-affected patients. Furthermore, we considered the functional interactors of the genes as defined by public protein-protein interaction data, and inferred on their involvement in cancers and/or in programmed cell death. We identified 7 genes and, from available nutrigenomics experiments, 6 compounds effective on their expression. These 6 compounds were exploited to identify, by ligand-based virtual screening, additional molecules with similar structure. We checked for ADME criteria and selected 23 natural compounds representing suitable candidates for further testing their efficacy in apoptosis induction. Due to their presence in natural resources, novel drugs and/or the design of functional foods are conceivable from the presented results.
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Affiliation(s)
| | - Maria Luisa Chiusano
- Department of Agricultural Sciences, Università degli Studi di Napoli Federico II, Via Università 100, 80055 Portici, Italy;
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