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Chen X, Sun H, Yang C, Wang W, Lyu W, Zou K, Zhang F, Dai Z, He X, Dong H. Bioinformatic analysis and experimental validation of six cuproptosis-associated genes as a prognostic signature of breast cancer. PeerJ 2024; 12:e17419. [PMID: 38912044 PMCID: PMC11192027 DOI: 10.7717/peerj.17419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Accepted: 04/28/2024] [Indexed: 06/25/2024] Open
Abstract
Background Breast carcinoma (BRCA) is a life-threatening malignancy in women and shows a poor prognosis. Cuproptosis is a novel mode of cell death but its relationship with BRCA is unclear. This study attempted to develop a cuproptosis-relevant prognostic gene signature for BRCA. Methods Cuproptosis-relevant subtypes of BRCA were obtained by consensus clustering. Differential expression analysis was implemented using the 'limma' package. Univariate Cox and multivariate Cox analyses were performed to determine a cuproptosis-relevant prognostic gene signature. The signature was constructed and validated in distinct datasets. Gene set variation analysis (GSVA) and gene set enrichment analysis (GSEA) were also conducted using the prognostic signature to uncover the underlying molecular mechanisms. ESTIMATE and CIBERSORT algorithms were applied to probe the linkage between the gene signature and tumor microenvironment (TME). Immunotherapy responsiveness was assessed using the Tumor Immune Dysfunction and Exclusion (TIDE) web tool. Real-time quantitative PCR (RT-qPCR) was performed to detect the expressions of cuproptosis-relevant prognostic genes in breast cancer cell lines. Results Thirty-eight cuproptosis-associated differentially expressed genes (DEGs) in BRCA were mined by consensus clustering and differential expression analysis. Based on univariate Cox and multivariate Cox analyses, six cuproptosis-relevant prognostic genes, namely SAA1, KRT17, VAV3, IGHG1, TFF1, and CLEC3A, were mined to establish a corresponding signature. The signature was validated using external validation sets. GSVA and GSEA showed that multiple cell cycle-linked and immune-related pathways along with biological processes were associated with the signature. The results ESTIMATE and CIBERSORT analyses revealed significantly different TMEs between the two Cusig score subgroups. Finally, RT-qPCR analysis of cell lines further confirmed the expressional trends of SAA1, KRT17, IGHG1, and CLEC3A. Conclusion Taken together, we constructed a signature for projecting the overall survival of BRCA patients and our findings authenticated the cuproptosis-relevant prognostic genes, which are expected to provide a basis for developing prognostic molecular biomarkers and an in-depth understanding of the relationship between cuproptosis and BRCA.
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Affiliation(s)
- Xiang Chen
- Department of Hainan General Hospital, Hainan Medical College, Haikou City, Hainan Province, China
| | - Hening Sun
- Department of Hainan General Hospital, Hainan Medical College, Haikou City, Hainan Province, China
| | - Changcheng Yang
- Department of The First Affiliated Hospital, Hainan Medical College, Haikou City, Hainan Province, China
| | - Wei Wang
- Department of Hainan General Hospital, Hainan Medical College, Haikou City, Hainan Province, China
| | - Wenzhi Lyu
- Department of Hainan General Hospital, Hainan Medical College, Haikou City, Hainan Province, China
| | - Kejian Zou
- Department of Hainan General Hospital, Hainan Medical College, Haikou City, Hainan Province, China
| | - Fan Zhang
- Department of Hainan General Hospital, Hainan Medical College, Haikou City, Hainan Province, China
| | - Zhijun Dai
- Department of The First Affiliated Hospital, Zhejiang University, Hangzhou City, Zhejiang Province, China
| | - Xionghui He
- Department of Hainan General Hospital, Hainan Medical College, Haikou City, Hainan Province, China
| | - Huaying Dong
- Department of Hainan General Hospital, Hainan Medical College, Haikou City, Hainan Province, China
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Hashemi Sheikhshabani S, Amini‐Farsani Z, Kazemifard N, Modarres P, Amini‐Farsani Z, Omrani MD, Ghafouri‐Fard S. Meta-analysis of microarray data to determine gene indicators involved in the cisplatin resistance in ovarian cancer. Cancer Rep (Hoboken) 2023; 6:e1884. [PMID: 37937323 PMCID: PMC10728535 DOI: 10.1002/cnr2.1884] [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: 01/31/2023] [Revised: 07/24/2023] [Accepted: 07/28/2023] [Indexed: 11/09/2023] Open
Abstract
BACKGROUND Significant miss-expressed gene indicators contributing to cisplatin resistance in ovarian cancer have not been completely understood. It seems that several regulatory genes and signaling pathways are associated with the emergence of the chemo-resistant phenotype. AIMS Here, a meta-analysis approach was adopted to assess deregulated genes involved in relapse after the first line of chemotherapy (cisplatin). METHODS AND RESULTS To do so, six ovarian cancer libraries were gathered from GEO repository. Batch effect removal and quality assessment, and boxplots and PCA were performed using SVA and ggplot2 packages in R, respectively. Cisplatin-resistant and -sensitive ovarian cancer groups were compared with find genes with significant expression changes using linear regression models in the LIMMA R package. The significance threshold for DEGs was taken as adj p-value < .05 and - 1 > logFC > 1. A total of 261 genes were identified to have significant differential expression levels in the cisplatin-resistant versus cisplatin-sensitive group. Among the 10 top up-regulated and down-regulated genes, PITX2, SNCA, and EPHA7 (up), as well as TMEM98 (down) are indirect upstream regulators of PI3K/AKT signaling pathway, contributing greatly to the development of chemo-resistance in cancer via promoting cell proliferation, survival, and cell cycle progression as well as inhibiting apoptosis. Moreover, a comprehensive assessment of DEGs revealed the dysregulation of not only membrane ion channels KCa1.1, Kv4, and CACNB4, affecting cell excitability, proliferation, and apoptosis but also cell adhesion proteins COL4A6, EPHA3, and CD9, affecting the attachment of normal cells to ECM and apoptosis, introducing good options to reverse cisplatin resistance. CONCLUSION Our results predict and suggest that upstream regulators of PI3K/AKT signaling pathway, ion channels, and cell adhesion proteins play important roles in cisplatin resistance development in ovarian cancer.
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Affiliation(s)
- Somayeh Hashemi Sheikhshabani
- Student Research Committee, Department of Medical GeneticsShahid Beheshti University of Medical SciencesTehranIran
- Department of Medical GeneticsShahid Beheshti University of Medical SciencesTehranIran
| | - Zeinab Amini‐Farsani
- Department of Medical GeneticsShahid Beheshti University of Medical SciencesTehranIran
| | - Nesa Kazemifard
- Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Liver DiseasesShahid Beheshti University of Medical SciencesTehranIran
| | - Parastoo Modarres
- Department of Cell and Molecular Biology and MicrobiologyUniversity of IsfahanIsfahanIran
| | - Zahra Amini‐Farsani
- Bayesian Imaging and Spatial Statistics Group, Institute for StatisticsLudwig‐Maximilians‐Universität MünchenMunichGermany
- Statistics DepartmentSchool of Science, Lorestan UniversityKhorramabadIran
| | - Mir Davood Omrani
- Department of Medical GeneticsShahid Beheshti University of Medical SciencesTehranIran
- Urogenital Stem Cell Research CenterShahid Beheshti University of Medical SciencesTehranIran
| | - Soudeh Ghafouri‐Fard
- Department of Medical GeneticsShahid Beheshti University of Medical SciencesTehranIran
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Liu NQ, Cao WH, Wang X, Chen J, Nie J. Cyclin genes as potential novel prognostic biomarkers and therapeutic targets in breast cancer. Oncol Lett 2022; 24:374. [PMID: 36238849 PMCID: PMC9494629 DOI: 10.3892/ol.2022.13494] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Accepted: 08/15/2022] [Indexed: 11/06/2022] Open
Affiliation(s)
- Nian-Qiu Liu
- Department of Breast Surgery, The Third Affiliated Hospital of Kunming Medical University, Yunnan Cancer Center, Kunming, Yunnan 650000, P.R. China
| | - Wei-Han Cao
- Department of Ultrasound, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan 650000, P.R. China
| | - Xing Wang
- Department of Breast Surgery, The Third Affiliated Hospital of Kunming Medical University, Yunnan Cancer Center, Kunming, Yunnan 650000, P.R. China
| | - Junyao Chen
- Department of Breast Surgery, The Third Affiliated Hospital of Kunming Medical University, Yunnan Cancer Center, Kunming, Yunnan 650000, P.R. China
| | - Jianyun Nie
- Department of Breast Surgery, The Third Affiliated Hospital of Kunming Medical University, Yunnan Cancer Center, Kunming, Yunnan 650000, P.R. China
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Wang L, Hou J, Wang J, Zhu Z, Zhang W, Zhang X, Shen H, Wang X. Regulatory roles of HSPA6 in Actinidia chinensis Planch. root extract (acRoots)-inhibited lung cancer proliferation. Clin Transl Med 2020; 10:e46. [PMID: 32508044 PMCID: PMC7403824 DOI: 10.1002/ctm2.46] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2020] [Revised: 05/06/2020] [Accepted: 05/06/2020] [Indexed: 12/11/2022] Open
Abstract
Actinidia chinensis Planch. root extract (acRoots) as one of Chinese traditional medications has been applied for antitumor therapy for decades, although the exact mechanisms have not been revealed. Our present study aimed to define the inhibitory specificity and pattern of acRoots in the lung cancer cell lines by comparing 40 types of cancer cell lines, select acRoots‐associated inflammation target genes from transcriptional profiles of acRoots‐sensitive and less‐sensitive lung cancer cell lines, and validate the correlation of acRoots‐associated inflammation target genes with prognosis of patients with lung cancer. We selected acRoots‐sensitive (H1299) and less‐sensitive lung cancer cells (H460) and found that the sensitivity was associated with the appearance of p53. The heat shock 70 kDa protein 6 (HSPA6) was defined as a critical factor in regulating cell sensitivity probably through the interaction with intra‐HSPA family members, inter‐HSP family members, and other families. The degree of cell sensitivity to acRoots increased in both sensitive and less‐sensitive cells after deletion of HSPA6 genes. Thus, our data indicate that HSPA6 and HSPA6‐dominated molecular network can be an alternative to modify cell sensitivity to drugs.
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Affiliation(s)
- Lingyan Wang
- Zhongshan Hospital Institute of Clinical Science, Shanghai Medical College, Fudan University, Shanghai, China
| | - Jiayun Hou
- Zhongshan Hospital Institute of Clinical Science, Shanghai Medical College, Fudan University, Shanghai, China
| | - Jianxin Wang
- Department of Pharmaceutics, School of Pharmacy, Shanghai Medical College, Fudan University, Shanghai, China
| | - Zhenghua Zhu
- Department of Respiratory, Zhongshan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Wei Zhang
- Department of Physiology and Pathophysiology, School of Basic Medical Sciences, Shanghai Medical College, Fudan University, Shanghai, China
| | - Xuemei Zhang
- Department of Pharmaceutics, School of Pharmacy, Shanghai Medical College, Fudan University, Shanghai, China
| | - Hui Shen
- Center for Tumor Diagnosis and Therapy, Jinshan Hospital, Fudan University, Shanghai, China
| | - Xiangdong Wang
- Zhongshan Hospital Institute of Clinical Science, Shanghai Medical College, Fudan University, Shanghai, China.,Department of Respiratory, Zhongshan Hospital, Shanghai Medical College, Fudan University, Shanghai, China.,Center for Tumor Diagnosis and Therapy, Jinshan Hospital, Fudan University, Shanghai, China
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5
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He Y, Han SB, Geng YN, Yang SL, Wu YM. Quantitative analysis of proteins related to chemoresistance to paclitaxel and carboplatin in human SiHa cervical cancer cells via iTRAQ. J Gynecol Oncol 2020; 31:e28. [PMID: 31912682 PMCID: PMC7189068 DOI: 10.3802/jgo.2020.31.e28] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2019] [Revised: 09/24/2019] [Accepted: 10/16/2019] [Indexed: 11/30/2022] Open
Abstract
Objective This study aimed to identify proteins related to paclitaxel and carboplatin chemoresistance in cervical cancer. Methods Quantitative proteomic analysis was performed on normal SiHa cells and those treated with paclitaxel and carboplatin for 14 days, with isobaric tags for relative and absolute quantitation (iTRAQ) analysis. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were used to identify related processes and differentially expressed proteins. Results A total of 67 and 96 differentially expressed proteins were identified in the paclitaxel- and carboplatin- treated groups, respectively. GO and KEGG enrichment analyses identified 53 (43 upregulated and 10 downregulated) and 85 differentially expressed proteins (70 upregulated and 15 downregulated) in the paclitaxel- and carboplatin-treated groups, respectively. The cell counting kit-8 results revealed that APOA1 was overexpressed in both the paclitaxel- and carboplatin- resistant SiHa cells compared with the control cells. Immunohistochemistry showed that APOA1 was highly expressed in the paclitaxel- and carboplatin- resistant squamous cell carcinoma of the cervix. Conclusion This study is the first to use iTRAQ to identify paclitaxel- and carboplatin- resistance proteins in cervical cells. We identified several proteins previously unassociated with paclitaxel and carboplatin resistance in cervical cancer, thereby expanding our understanding of paclitaxel and carboplatin resistance mechanisms. Moreover, these findings indicate that the APOA1 protein could serve as a potential marker for monitoring and predicting paclitaxel and carboplatin resistance levels.
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Affiliation(s)
- Yue He
- Department of Gynecological Oncology, Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing, China
| | - Su Bin Han
- Department of Gynecological Oncology, Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing, China
| | - Yu Ning Geng
- Department of Gynecological Oncology, Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing, China
| | - Shu Li Yang
- Department of Gynecological Oncology, Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing, China
| | - Yu Mei Wu
- Department of Gynecological Oncology, Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing, China.
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Hou J, Wang L, Wu D. The root of Actinidia chinensis inhibits hepatocellular carcinomas cells through LAMB3. Cell Biol Toxicol 2018; 34:321-332. [PMID: 29127567 DOI: 10.1007/s10565-017-9416-7] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2017] [Accepted: 10/05/2017] [Indexed: 12/14/2022]
Abstract
The root of Actinidia chinensis, as traditional Chinese medicine, has been shown to inhibit cell proliferation in numerous cancer cells. However, the mechanisms underlying its inhibitory activity remain unclear. Death rates of hepatocellular carcinoma (HCC) are increasing, but therapies for advanced HCC are not well developed. We choose the extract from root of Actinidia chinensis (ERAC) to treat the HCC cell lines in vitro, displaying distinct effects on cell proliferation, S-phase cell cycle arrest, and apoptosis. LAMB3, the gene encoding laminin subunit beta-3, plays a key role in the proliferation suppression and S-phase cell cycle arrest of HepG2 cells treated with ERAC. The downstream genes ITGA3, CCND2, and TP53 in LAMB3 pathway show the same response to ERAC as LAMB3. Thus, LAMB3 pathways, along with extracellular matrix-receptor interaction, pathways in cancer, and focal adhesion, are involved in the ERAC-induced suppressive response in HepG2.
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Affiliation(s)
- Jiayun Hou
- Zhongshan Hospital Institute of Clinical Science, Shanghai Institute of Clinical Bioinformatics; Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Lingyan Wang
- Zhongshan Hospital Institute of Clinical Science, Shanghai Institute of Clinical Bioinformatics; Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Duojiao Wu
- Zhongshan Hospital Institute of Clinical Science, Shanghai Institute of Clinical Bioinformatics; Zhongshan Hospital, Fudan University, Shanghai, 200032, China.
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Liu R, Zhang W, Liu ZQ, Zhou HH. Gene modules associated with breast cancer distant metastasis-free survival in the PAM50 molecular subtypes. Oncotarget 2017; 7:21686-98. [PMID: 26934123 PMCID: PMC5008315 DOI: 10.18632/oncotarget.7774] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2015] [Accepted: 01/29/2016] [Indexed: 12/25/2022] Open
Abstract
To identify PAM50 subtype–specific associations between distant metastasis-free survival (DMFS) in breast cancer (BC) patients and gene modules describing potentially targetable oncogenic pathways, a comprehensive analysis evaluating the prognostic efficacy of published gene signatures in 2027 BC patients from 13 studies was conducted. We calculated 21 gene modules and computed hazard ratios (HRs) for DMFS for one-unit increases in module score, with and without adjustment for clinical characteristics. By comparing gene expression to survival outcomes, we derived four subtype-specific prognostic signatures for BC. Univariate and multivariate analyses showed that in the luminal A subgroup, E2F3, PTEN and GGI gene module scores were associated with clinical outcome. In the luminal B tumors, RAS was associated with DMFS and in the basal-like tumors, ER was associated with DMFS. Our defined gene modules predicted high-risk patients in multivariate analyses for the basal-like (HR: 2.19, p=2.5×10−4), luminal A (HR: 3.03, p=7.2×10−5), luminal B (HR: 3.00, p=2.4×10−10) and HER2+ (HR: 5.49, p=9.7×10−10) subgroups. We found that different modules are associated with DMFS in different BC subtypes. The results of this study could help to identify new therapeutic strategies for specific molecular subgroups of BC, and could enhance efforts to improve patient-specific therapy options.
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Affiliation(s)
- Rong Liu
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha 410008, P. R. China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha 410008, P. R. China
| | - Wei Zhang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha 410008, P. R. China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha 410008, P. R. China
| | - Zhao-Qian Liu
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha 410008, P. R. China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha 410008, P. R. China
| | - Hong-Hao Zhou
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha 410008, P. R. China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha 410008, P. R. China
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