1
|
An Y, Liu W, Yang Y, Chu Z, Sun J. Identification and validation of a novel nine-gene prognostic signature of stem cell characteristic in hepatocellular carcinoma. J Appl Genet 2025; 66:127-140. [PMID: 38441798 DOI: 10.1007/s13353-024-00850-7] [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: 06/30/2023] [Revised: 02/15/2024] [Accepted: 02/22/2024] [Indexed: 01/25/2025]
Abstract
Currently, cancer stem cells (CSCs) are regarded as the most promising target for cancer therapy due to their close association with tumor resistance, invasion, and recurrence. Thus, identifying CSCs-related genes and constructing a prognostic risk model associated with CSCs may be crucial for hepatocellular carcinoma (HCC) therapy. Xena Browser was used to download gene expression profiles and clinical data, while MSigDB was used to obtain genes associated with CSCs. Firstly, the non-negative matrix factorization (NMF) algorithm was used to cluster the HCC samples based on CSCs-related genes. To evaluate the predictive performance of the risk model, the receiver operating characteristic curves (ROC) and Kaplan-Meier analysis were used. The R package "rms" was used to construct the final nomogram based on risk scores and clinical characteristics. Based on 449 CSCs-related genes, a total of 588 HCC samples from TCGA-LIHC and ICGC-LIRI_JP were classified into four molecular subtypes with marked differences in survival and mRNA stemness index (mRNAsi) between subtypes. Univariate Cox regression, multivariate Cox regression, and LASSO regression analyses were performed on a total of 1417 differentially expressed genes (DEGs) between subtypes, and a nine-gene prognostic model was constructed with TTK, ST6GALNAC4, SPP1, SGCB, MEP1A, HTRA1, CD79A, C6, and ATP2A3. In both the training and testing sets and the external validation cohort, the risk model performed well in predicting HCC patients' survival. A nomogram was constructed and had high predictive efficacy in short-term survival. In comparison with the other two prognostic models, our nine-gene signature model performed best. We constructed a nine-gene signature model to predict the survival of HCC patients, which has good predictive efficacy and stability. The model may contribute to guiding the prognostic assessment of HCC patients in clinical practice.
Collapse
Affiliation(s)
- Yahang An
- The First Affiliated Hospital, and College of Clinical Medicine of Henan University of Science and Technology, Luoyang, 471003, China
| | - Weifeng Liu
- The First Affiliated Hospital, and College of Clinical Medicine of Henan University of Science and Technology, Luoyang, 471003, China
| | - Yanhui Yang
- The First Affiliated Hospital, and College of Clinical Medicine of Henan University of Science and Technology, Luoyang, 471003, China
| | - Zhijie Chu
- The First Affiliated Hospital, and College of Clinical Medicine of Henan University of Science and Technology, Luoyang, 471003, China
| | - Junjun Sun
- The First Affiliated Hospital, and College of Clinical Medicine of Henan University of Science and Technology, Luoyang, 471003, China.
| |
Collapse
|
2
|
Liu Y, Ouyang Q, Li Q. A novel brown adipocytes-related gene signature predicts and validates prognosis and immune infiltration of clear cell renal cell carcinoma. Am J Cancer Res 2024; 14:4286-4305. [PMID: 39417181 PMCID: PMC11477832 DOI: 10.62347/viqm5219] [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: 04/20/2024] [Accepted: 09/05/2024] [Indexed: 10/19/2024] Open
Abstract
BACKGROUND Clear cell renal cell carcinoma (ccRCC) is the most common kidney cancer. The crosstalk between tumor tissue and adjacent adipose tissue has been appreciated recently. This study examines the predictive usefulness of brown adipocyte-related genes (BARGs) in ccRCC. METHODS The transcriptome and clinical data of ccRCC patients were obtained from TCGA-KIRC and USA-ccRCC cohorts (848 tumor samples; 72 normal samples). Lasso-Cox methods were used to construct the risk prognostic signature model. We used Kaplan-Meier survival analysis to evaluate the prognostic significance of the risk model with ROC curves ascertaining prediction accuracy. The differences in immune cell infiltrates and signature risk scores between different risk categories were analyzed. Finally, biological experiments were performed to explore the functions of candidate genes. RESULTS TCGA-KIRC patients were classified into two clusters that differed significantly regarding overall survival (OS) and tumor microenvironment. After screening BARGs candidates, a signature consisting of PPP1R1A, DPYSL3, and PTPRM was created to calculate risk score. Patients were assigned to the high or low-risk group, and the high-risk group had a significantly worse prognosis. Consistent trend was validated in external USA-ccRCC cohort. Meanwhile, the signature risk score affected immune cell infiltrates within the ccRCC microenvironment, positively correlated with the infiltration of CD4+ T cells, CD8+ T cells, CD56dim, CD56bright NK cells, MDSCs, and macrophage cells, while negatively correlated with neutrophil, iDCs, mast cells, and eosinophil. Finally, knockdown of PPP1R1A and DPYSL3 in renal cancer cells showed impairment in tumor proliferation ability of ccRCC in vitro and in vivo. Conversely, knockdown of PTPRM exhibited a promotive effect. CONCLUSION We developed a predictive BARGs-related risk signature for early diagnosis and classifying ccRCC patients, which offers potential targets for individualized treatment of ccRCC.
Collapse
Affiliation(s)
- Yujie Liu
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University87 Xiangya Road, Changsha 410008, Hunan, P. R. China
- Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics110 Xiangya Road, Changsha 410078, Hunan, P. R. China
- Engineering Research Center of Applied Technology of Pharmacogenomics, Ministry of Education110 Xiangya Road, Changsha 410078, Hunan, P. R. China
| | - Qianying Ouyang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University87 Xiangya Road, Changsha 410008, Hunan, P. R. China
- Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics110 Xiangya Road, Changsha 410078, Hunan, P. R. China
- Engineering Research Center of Applied Technology of Pharmacogenomics, Ministry of Education110 Xiangya Road, Changsha 410078, Hunan, P. R. China
| | - Qing Li
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University87 Xiangya Road, Changsha 410008, Hunan, P. R. China
- Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics110 Xiangya Road, Changsha 410078, Hunan, P. R. China
- Engineering Research Center of Applied Technology of Pharmacogenomics, Ministry of Education110 Xiangya Road, Changsha 410078, Hunan, P. R. China
| |
Collapse
|
3
|
Han Q, Fernandez J, Rajczewski AT, Kono TJY, Weirath NA, Rahim A, Lee AS, Seabloom D, Tretyakova NY. A Multi-Omics Study of Epigenetic Changes in Type II Alveolar Cells of A/J Mice Exposed to Environmental Tobacco Smoke. Int J Mol Sci 2024; 25:9365. [PMID: 39273313 PMCID: PMC11394788 DOI: 10.3390/ijms25179365] [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: 07/24/2024] [Revised: 08/27/2024] [Accepted: 08/27/2024] [Indexed: 09/15/2024] Open
Abstract
Lung cancer remains a major contributor to cancer fatalities, with cigarette smoking known to be responsible for up to 80% of cases. Based on the ability of cigarette smoke to induce inflammation in the lungs and increased lung cancer incidence in smokers with inflammatory conditions such as COPD, we hypothesized that inflammation plays an important role in the carcinogenicity of cigarette smoke. To test this hypothesis, we performed multi-omic analyses of Type II pneumocytes of A/J mice exposed to cigarette smoke for various time periods. We found that cigarette smoke exposure resulted in significant changes in DNA methylation and hydroxymethylation, gene expression patterns, and protein abundance that were partially reversible and contributed to an inflammatory and potentially oncogenic phenotype.
Collapse
Affiliation(s)
- Qiyuan Han
- Department of Biochemistry, Biophysics and Molecular Biology, University of Minnesota-Twin Cities, Minneapolis, MN 55455, USA; (Q.H.); (A.T.R.)
| | - Jenna Fernandez
- Department of Medicinal Chemistry, College of Pharmacy, University of Minnesota-Twin Cities, Minneapolis, MN 55455, USA; (J.F.); (N.A.W.); (A.R.)
| | - Andrew T. Rajczewski
- Department of Biochemistry, Biophysics and Molecular Biology, University of Minnesota-Twin Cities, Minneapolis, MN 55455, USA; (Q.H.); (A.T.R.)
| | - Thomas J. Y. Kono
- Minnesota Supercomputing Institute, University of Minnesota-Twin Cities, Minneapolis, MN 55455, USA;
| | - Nicholas A. Weirath
- Department of Medicinal Chemistry, College of Pharmacy, University of Minnesota-Twin Cities, Minneapolis, MN 55455, USA; (J.F.); (N.A.W.); (A.R.)
| | - Abdur Rahim
- Department of Medicinal Chemistry, College of Pharmacy, University of Minnesota-Twin Cities, Minneapolis, MN 55455, USA; (J.F.); (N.A.W.); (A.R.)
| | - Alexander S. Lee
- Department of Biochemistry and Molecular Genetics, Feinberg School of Medicine, Northwestern University, Evanston, IL 60611, USA;
| | - Donna Seabloom
- AeroCore Testing Services, University of Minnesota-Twin Cities, Minneapolis, MN 55455, USA;
| | - Natalia Y. Tretyakova
- Department of Medicinal Chemistry, College of Pharmacy, University of Minnesota-Twin Cities, Minneapolis, MN 55455, USA; (J.F.); (N.A.W.); (A.R.)
| |
Collapse
|
4
|
Liang C, Zhou Y, Xin L, Kang K, Tian L, Zhang D, Li H, Zhao Q, Gao H, Shi Z. Hijacking monopolar spindle 1 (MPS1) for various cancer types by small molecular inhibitors: Deep insights from a decade of research and patents. Eur J Med Chem 2024; 273:116504. [PMID: 38795520 DOI: 10.1016/j.ejmech.2024.116504] [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: 02/29/2024] [Revised: 05/03/2024] [Accepted: 05/13/2024] [Indexed: 05/28/2024]
Abstract
Monopolar spindle 1 (MPS1) has garnered significant attention due to its pivotal role in regulating the cell cycle. Anomalous expression and hyperactivation of MPS1 have been associated with the onset and advancement of diverse cancers, positioning it as a promising target for therapeutic interventions. This review focuses on MPS1 small molecule inhibitors from the past decade, exploring design strategies, structure-activity relationships (SAR), safety considerations, and clinical performance. Notably, we propose prospects for MPS1 degraders based on proteolysis targeting chimeras (PROTACs), as well as reversible covalent bonding as innovative MPS1 inhibitor design strategies. The objective is to provide valuable information for future development and novel perspectives on potential MPS1 inhibitors.
Collapse
Affiliation(s)
- Chengyuan Liang
- School of Biological and Pharmaceutical Sciences, Shaanxi University of Science & Technology, Xi'an, 710021, China; Key Laboratory for Antiviral and Antimicrobial-Resistant Bacteria Research of Xi'an, Xi'an, 710021, China.
| | - Ying Zhou
- School of Biological and Pharmaceutical Sciences, Shaanxi University of Science & Technology, Xi'an, 710021, China; Key Laboratory for Antiviral and Antimicrobial-Resistant Bacteria Research of Xi'an, Xi'an, 710021, China
| | - Liang Xin
- School of Biological and Pharmaceutical Sciences, Shaanxi University of Science & Technology, Xi'an, 710021, China; Key Laboratory for Antiviral and Antimicrobial-Resistant Bacteria Research of Xi'an, Xi'an, 710021, China
| | - Kairui Kang
- School of Biological and Pharmaceutical Sciences, Shaanxi University of Science & Technology, Xi'an, 710021, China; Key Laboratory for Antiviral and Antimicrobial-Resistant Bacteria Research of Xi'an, Xi'an, 710021, China
| | - Lei Tian
- Key Laboratory for Antiviral and Antimicrobial-Resistant Bacteria Research of Xi'an, Xi'an, 710021, China; College of Bioresources Chemical and Materials Engineering, Shaanxi University of Science& Technology, Xi'an, 710021, China
| | - Dezhu Zhang
- Key Laboratory for Antiviral and Antimicrobial-Resistant Bacteria Research of Xi'an, Xi'an, 710021, China; Shaanxi Panlong Pharmaceutical Group Co., Ltd., Xi'an, 710025, China
| | - Han Li
- School of Biological and Pharmaceutical Sciences, Shaanxi University of Science & Technology, Xi'an, 710021, China; Shaanxi Pioneer Biotech Co., Ltd., Xi'an, 710082, China
| | - Qianqian Zhao
- School of Biological and Pharmaceutical Sciences, Shaanxi University of Science & Technology, Xi'an, 710021, China; Key Laboratory for Antiviral and Antimicrobial-Resistant Bacteria Research of Xi'an, Xi'an, 710021, China
| | - Hong Gao
- Key Laboratory for Antiviral and Antimicrobial-Resistant Bacteria Research of Xi'an, Xi'an, 710021, China; Shaanxi Pioneer Biotech Co., Ltd., Xi'an, 710082, China
| | - Zhenfeng Shi
- Department of Urology Surgery Center, The People's Hospital of Xinjiang Uyghur Autonomous Region, Urumqi, 830002, China
| |
Collapse
|
5
|
Liu R, Lu Y, Li J, Yao W, Wu J, Chen X, Huang L, Nan D, Zhang Y, Chen W, Wang Y, Jia Y, Tang J, Liang X, Zhang H. Annexin A2 combined with TTK accelerates esophageal cancer progression via the Akt/mTOR signaling pathway. Cell Death Dis 2024; 15:291. [PMID: 38658569 PMCID: PMC11043348 DOI: 10.1038/s41419-024-06683-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Revised: 04/14/2024] [Accepted: 04/15/2024] [Indexed: 04/26/2024]
Abstract
Annexin A2 (ANXA2) is a widely reported oncogene. However, the mechanism of ANXA2 in esophageal cancer is not fully understood. In this study, we provided evidence that ANXA2 promotes the progression of esophageal squamous cell carcinoma (ESCC) through the downstream target threonine tyrosine kinase (TTK). These results are consistent with the up-regulation of ANXA2 and TTK in ESCC. In vitro experiments by knockdown and overexpression of ANXA2 revealed that ANXA2 promotes the progression of ESCC by enhancing cancer cell proliferation, migration, and invasion. Subsequently, animal models also confirmed the role of ANXA2 in promoting the proliferation and metastasis of ESCC. Mechanistically, the ANXA2/TTK complex activates the Akt/mTOR signaling pathway and accelerates epithelial-mesenchymal transition (EMT), thereby promoting the invasion and metastasis of ESCC. Furthermore, we identified that TTK overexpression can reverse the inhibition of ESCC invasion after ANXA2 knockdown. Overall, these data indicate that the combination of ANXA2 and TTK regulates the activation of the Akt/mTOR pathway and accelerates the progression of ESCC. Therefore, the ANXA2/TTK/Akt/mTOR axis is a potential therapeutic target for ESCC.
Collapse
Affiliation(s)
- Ruiqi Liu
- Cancer Center, Department of Radiation Oncology, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, China
- Graduate Department, Bengbu Medical College, Bengbu, Anhui, China
| | - Yanwei Lu
- Cancer Center, Department of Radiation Oncology, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Jing Li
- The First School of Clinical Medicine, Lanzhou University, Lanzhou, Gansu, China
| | - Weiping Yao
- Cancer Center, Department of Radiation Oncology, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, China
- Graduate Department, Bengbu Medical College, Bengbu, Anhui, China
| | - Jiajun Wu
- Graduate Department, Bengbu Medical College, Bengbu, Anhui, China
| | - Xiaoyan Chen
- Cancer Center, Department of Radiation Oncology, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Luanluan Huang
- Cancer Center, Department of Radiation Oncology, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Ding Nan
- Graduate Department, Hangzhou Normal University, Hangzhou, Zhejiang, China
| | - Yitian Zhang
- Department of Oncology, Jinxiang People's Hospital, Jining, Shandong, China
| | - Weijun Chen
- Cancer Center, Department of Radiation Oncology, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Ying Wang
- Cancer Center, Department of Radiation Oncology, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Yongshi Jia
- Cancer Center, Department of Radiation Oncology, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Jianming Tang
- Department of Radiation Oncology, The First Hospital of Lanzhou University, Lanzhou University, Lanzhou, Gansu, China.
| | - Xiaodong Liang
- Cancer Center, Department of Radiation Oncology, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, China.
- Graduate Department, Bengbu Medical College, Bengbu, Anhui, China.
| | - Haibo Zhang
- Cancer Center, Department of Radiation Oncology, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, China.
| |
Collapse
|
6
|
Du H, Zhang L, Chen J, Chen X, Qiang R, Ding X, Wang Y, Yang X. Upregulation of TTK expression is associated with poor prognosis and immune infiltration in endometrial cancer patients. Cancer Cell Int 2024; 24:20. [PMID: 38195567 PMCID: PMC10775523 DOI: 10.1186/s12935-023-03192-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2023] [Accepted: 12/25/2023] [Indexed: 01/11/2024] Open
Abstract
BACKGROUND Threonine and tyrosine kinase (TTK) is associated with invasion and metastasis in various tumors. However, the prognostic importance of TTK and its correlation with immune infiltration in endometrial cancer (EC) remain unclear. METHODS The expression profile of TTK was analyzed using data from The Cancer Genome Atlas (TCGA) and the Clinical Proteome Cancer Analysis Consortium (CPTAC). TTK protein and mRNA levels were verified in EC cell lines. Receiver operating characteristic (ROC) curve analysis was used to evaluate the ability of TTK to distinguish between normal and EC tissues. K-M survival analysis was also conducted to evaluate the impact of TTK on survival outcomes. Protein‒protein interaction (PPI) networks associated with TTK were explored using the STRING database. Functional enrichment analysis was performed to elucidate the biological functions of TTK. TTK mRNA expression and immune infiltration correlations were examined using the Tumor Immune Estimation Resource (TIMER) and the Tumor-Immune System Interaction Database (TISIDB). RESULTS TTK expression was significantly greater in EC tissues than in adjacent normal tissues. Higher TTK mRNA expression was associated with tumor metastasis and advanced TNM stage. The protein and mRNA expression of TTK was significantly greater in tumor cell lines than in normal endometrial cell lines. ROC curve analysis revealed high accuracy (94.862%), sensitivity (95.652%), and specificity (94.894%) of TTK in differentiating EC from normal tissues. K-M survival analysis demonstrated that patients with high TTK expression had worse overall survival (OS) and disease-free survival (DFS) rates. Correlation analysis revealed that TTK mRNA expression was correlated with B cells and neutrophils. CONCLUSION TTK upregulation is significantly associated with poor survival outcomes and immune infiltration in patients with EC. TTK can serve as a potential biomarker for poor prognosis and a promising immunotherapy target in EC. Further investigation of the role of TTK in EC may provide valuable insights for therapeutic interventions and personalized treatment strategies.
Collapse
Affiliation(s)
- Hongxiang Du
- Department of Obstetrics and Gynecology, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, China
| | - Li Zhang
- Department of Cancer Research Center, Nantong Tumor Hospital, The Affiliated Tumor Hospital of Nantong University, Nantong, China
| | - Jia Chen
- Department of Obstetrics and Gynecology, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, China
- Department of Gynaecology and Obstetrics, JiangSu XiangShui Hospital of Chinese Medicine, XiangShui, China
| | - Xinyi Chen
- Department of Obstetrics and Gynecology, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, China
| | - Ronghui Qiang
- Department of Obstetrics and Gynecology, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, China
| | - Xiaoyi Ding
- Department of Obstetrics and Gynecology, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, China
| | - Yilang Wang
- Department of Oncology, The Affiliated Maternity and Child Health Care Hospital of Nantong University, Nantong, China.
| | - Xiaoqing Yang
- Department of Obstetrics and Gynecology, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, China.
| |
Collapse
|
7
|
Zeng Y, Ren X, Jin P, Zhang Y, Zhuo M, Wang J. Development of MPS1 Inhibitors: Recent Advances and Perspectives. J Med Chem 2023; 66:16484-16514. [PMID: 38095579 DOI: 10.1021/acs.jmedchem.3c00963] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2023]
Abstract
Monopolar spindle kinase 1 (MPS1) plays a pivotal role as a dual-specificity kinase governing spindle assembly checkpoint activation and sister chromatid separation in mitosis. Its overexpression has been observed in various human malignancies. MPS1 reduces spindle assembly checkpoint sensitivity, allowing tumor cells with a high degree of aneuploidy to complete mitosis and survive. Thus, MPS1 has emerged as a promising candidate for cancer therapy. Despite the identification of numerous MPS1 inhibitors, only five have advanced to clinical trials with none securing FDA approval for cancer treatment. In this perspective, we provide a concise overview of the structural and functional characteristics of MPS1 by highlighting its relevance to cancer. Additionally, we explore the structure-activity relationships, selectivity, and pharmacokinetics of MPS1 inhibitors featuring diverse scaffolds. Moreover, we review the reported work on enhancing MPS1 inhibitor selectivity, offering valuable insights into the discovery of novel, highly potent small-molecule MPS1 inhibitors.
Collapse
Affiliation(s)
- Yangjie Zeng
- Medical College, Guizhou University, Guiyang, Guizhou 550025, China
| | - Xiaodong Ren
- Medical College, Guizhou University, Guiyang, Guizhou 550025, China
| | - Pengyao Jin
- Medical College, Guizhou University, Guiyang, Guizhou 550025, China
| | - Yali Zhang
- Medical College, Guizhou University, Guiyang, Guizhou 550025, China
| | - Ming Zhuo
- Medical College, Guizhou University, Guiyang, Guizhou 550025, China
| | - Jubo Wang
- Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing, Jiangsu 210009, China
| |
Collapse
|
8
|
Lee CC, Tsai KY, Lee AW, Wei PL, Huang CY, Batzorig U, Chang YJ. CWH43 Is a Novel Tumor Suppressor Gene with Negative Regulation of TTK in Colorectal Cancer. Int J Mol Sci 2023; 24:15262. [PMID: 37894942 PMCID: PMC10607595 DOI: 10.3390/ijms242015262] [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: 09/04/2023] [Revised: 10/03/2023] [Accepted: 10/04/2023] [Indexed: 10/29/2023] Open
Abstract
Colorectal cancer (CRC) ranks among the most prevalent forms of cancer globally, and its late-stage survival outcomes are less than optimal. A more nuanced understanding of the underlying mechanisms behind CRC's development is crucial for enhancing patient survival rates. Existing research suggests that the expression of Cell Wall Biogenesis 43 C-Terminal Homolog (CWH43) is reduced in CRC. However, the specific role that CWH43 plays in cancer progression remains ambiguous. Our research seeks to elucidate the influence of CWH43 on CRC's biological behavior and to shed light on its potential as a therapeutic target in CRC management. Utilizing publicly available databases, we examined the expression levels of CWH43 in CRC tissue samples and their adjacent non-cancerous tissues. Our findings indicated lower levels of both mRNA and protein expressions of CWH43 in cancerous tissues. Moreover, we found that a decrease in CWH43 expression correlates with poorer prognoses for CRC patients. In vitro experiments demonstrated that the suppression of CWH43 led to increased cell proliferation, migration, and invasiveness, while its overexpression had inhibitory effects. Further evidence from xenograft models showed enhanced tumor growth upon CWH43 silencing. Leveraging data from The Cancer Genome Atlas (TCGA), our Gene Set Enrichment Analysis (GSEA) indicated a positive relationship between low CWH43 expression and the activation of the epithelial-mesenchymal Transition (EMT) pathway. We conducted RNA sequencing to analyze gene expression changes under both silenced and overexpressed CWH43 conditions. By identifying core genes and executing KEGG pathway analysis, we discovered that CWH43 appears to have regulatory influence over the TTK-mediated cell cycle. Importantly, inhibition of TTK counteracted the tumor-promoting effects caused by CWH43 downregulation. Our findings propose that the decreased expression of CWH43 amplifies TTK-mediated cell cycle activities, thus encouraging tumor growth. This newly identified mechanism offers promising avenues for targeted CRC treatment strategies.
Collapse
Affiliation(s)
- Cheng-Chin Lee
- Graduate Institute of Medical Sciences, College of Medicine, Taipei Medical University, Taipei 11031, Taiwan;
| | - Kuei-Yen Tsai
- Graduate Institute of Clinical Medicine, College of Medicine, Taipei Medical University, Taipei 11031, Taiwan;
- Department of Surgery, School of Medicine, College of Medicine, Taipei Medical University, Taipei 11031, Taiwan;
- Division of General Surgery, Department of Surgery, Shuang Ho Hospital, Taipei Medical University, New Taipei City 23561, Taiwan
| | - Ai-Wei Lee
- Graduate Institute of Medical Sciences, College of Medicine, Taipei Medical University, Taipei 11031, Taiwan;
- Department of Anatomy and Cell Biology, School of Medicine, College of Medicine, Taipei Medical University, Taipei 11031, Taiwan
| | - Po-Li Wei
- Department of Surgery, School of Medicine, College of Medicine, Taipei Medical University, Taipei 11031, Taiwan;
- Division of Colorectal Surgery, Department of Surgery, Taipei Medical University Hospital, Taipei Medical University, Taipei 11031, Taiwan
- Cancer Research Center and Translational Laboratory, Taipei Medical University Hospital, Taipei Medical University, Taipei 11031, Taiwan
- Graduate Institute of Cancer Biology and Drug Discovery, Taipei Medical University, Taipei 11031, Taiwan
| | - Chien-Yu Huang
- School of Medicine, National Tsing Hua University, Hsinchu 30013, Taiwan;
- Institute of Molecular and Cellular Biology, National Tsing Hua University, Hsinchu 30013, Taiwan
| | - Uyanga Batzorig
- Department of Dermatology, University of California, San Diego, La Jolla, CA 92093, USA
| | - Yu-Jia Chang
- Graduate Institute of Clinical Medicine, College of Medicine, Taipei Medical University, Taipei 11031, Taiwan;
- Cancer Research Center and Translational Laboratory, Taipei Medical University Hospital, Taipei Medical University, Taipei 11031, Taiwan
- Cell Physiology and Molecular Image Research Center, Wan Fang Hospital, Taipei Medical University, Taipei 11031, Taiwan
- Department of Pathology, Wan Fang Hospital, Taipei Medical University, Taipei 11031, Taiwan
| |
Collapse
|
9
|
Liang PI, Lai HY, Chan TC, Li WM, Hsing CH, Huang SK, Hsieh KL, Tseng WH, Chen TJ, Li WS, Chen HD, Kuo YH, Li CF. Upregulation of dihydropyrimidinase-like 3 (DPYSL3) protein predicts poor prognosis in urothelial carcinoma. BMC Cancer 2023; 23:599. [PMID: 37380971 PMCID: PMC10304234 DOI: 10.1186/s12885-023-11090-z] [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: 06/16/2022] [Accepted: 06/20/2023] [Indexed: 06/30/2023] Open
Abstract
BACKGROUND Dihydropyrimidinase-like 3 (DPYSL3) is a cytosolic phosphoprotein expressed in the nervous system and is crucial for neurogenesis. A previous study showed that increased DPYSL3 expression promotes tumour aggressiveness in pancreatic ductal adenocarcinoma, gastric cancer, and colon cancer. However, the role of DPYSL3 in affecting the biological behaviour of urothelial carcinoma (UC) is not yet understood. METHODS A UC transcriptomic dataset from the Gene Expression Omnibus and the Urothelial Bladder Cancer (BLCA) dataset from The Cancer Genome Atlas were used for the in silico study. We collected 340 upper urinary tract urothelial carcinoma (UTUC) and 295 urinary bladder urothelial carcinoma (UBUC) samples for the immunohistochemical study. Fresh tumour tissue from 50 patients was used to examine the DPYSL3 mRNA level. In addition, urothelial cell lines with and without DPYSL3 knockdown were used for the functional study. RESULTS The in silico study revealed that DPYSL3 correlated with advanced tumour stage and metastasis development while functioning primarily in the nucleobase-containing compound metabolic process (GO:0006139). DPYSL3 mRNA expression is significantly upregulated in advanced UC. Furthermore, overexpression of the DPYSL3 protein is significantly associated with the aggressive behaviour of UTUC and UBUC. DPYSL3 expression independently predicts disease-specific survival (DSS) and metastatic-free survival (MFS) in patients with UC. In non-muscle-invasive UBUC, DPYSL3 expression predicts local recurrence-free survival. UC cell lines with DPYSL3 knockdown exhibited decreased proliferation, migration, invasion, and human umbilical vein endothelial cells (HUVECs) tube formation but increased apoptosis and G1 arrest. Gene ontology enrichment analysis revealed that the enriched processes related to DPYSL3 overexpression in UC were tissue morphogenesis, cell mesenchyme migration, smooth muscle regulation, metabolic processes, and RNA processing. In vivo study revealed DPYSL3 knockdown in UC tumours significantly suppressed the growth of tumours and decreased MYC and GLUT1 protein expression. CONCLUSIONS DPYSL3 promotes the aggressiveness of UC cells by changing their biological behaviours and is likely associated with cytoskeletal and metabolic process modifications. Furthermore, DPYSL3 protein overexpression in UC was associated with aggressive clinicopathological characteristics and independently predicted poor clinical outcomes. Therefore, DPYSL3 can be used as a novel therapeutic target for UC.
Collapse
Affiliation(s)
- Peir-In Liang
- Department of Pathology, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, 807378, Taiwan
| | - Hong-Yue Lai
- Department of Medical Research, Chi Mei Medical Center, Tainan, 710402, Taiwan
| | - Ti-Chun Chan
- Department of Medical Research, Chi Mei Medical Center, Tainan, 710402, Taiwan
- National Institute of Cancer Research, National Health Research Institutes, Tainan, 704016, Taiwan
| | - Wei-Ming Li
- Department of Urology, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, 807378, Taiwan
- Department of Urology, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, 807378, Taiwan
- Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University, Kaohsiung, 807378, Taiwan
- Department of Urology, Ministry of Health and Welfare Pingtung Hospital, Pingtung, 90054, Taiwan
| | - Chung-Hsi Hsing
- Department of Medical Research, Chi Mei Medical Center, Tainan, 710402, Taiwan
- Department of Anesthesiology, Chi Mei Medical Center, Tainan, 710402, Taiwan
| | - Steven K Huang
- Department of Surgery, Division of Urology, Chi Mei Medical Center, Tainan, 710402, Taiwan
- Department of Medical Science Industries, College of Health Sciences, Chang Jung Christian University, Tainan, 711301, Taiwan
| | - Kun-Lin Hsieh
- Department of Surgery, Division of Urology, Chi Mei Medical Center, Tainan, 710402, Taiwan
| | - Wen-Hsin Tseng
- Department of Surgery, Division of Urology, Chi Mei Medical Center, Tainan, 710402, Taiwan
| | - Tzu-Ju Chen
- Department of Clinical Pathology, Chi Mei Medical Center, Tainan, 710402, Taiwan
- Department of Medical Technology, Chung Hwa University of Medical Technology, Tainan, 71703, Taiwan
| | - Wan-Shan Li
- Department of Medical Technology, Chung Hwa University of Medical Technology, Tainan, 71703, Taiwan
- Department of Pathology, Chi Mei Medical Center, Tainan, 710402, Taiwan
| | - Huan-Da Chen
- Department of Pathology, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, 807378, Taiwan
| | - Yu-Hsuan Kuo
- Department of Internal Medicine, Division of Hematology and Oncology, Chi-Mei Medical Center, Tainan, 710402, Taiwan.
- College of Pharmacy and Science, Chia Nan University, Tainan, 71710, Taiwan.
| | - Chien-Feng Li
- Department of Medical Research, Chi Mei Medical Center, Tainan, 710402, Taiwan.
- National Institute of Cancer Research, National Health Research Institutes, Tainan, 704016, Taiwan.
| |
Collapse
|
10
|
Wang J, Guo L, Lv C, Zhou M, Wan Y. Developing mRNA signatures as a novel prognostic biomarker predicting high risk multiple myeloma. Front Oncol 2023; 13:1105196. [PMID: 36910651 PMCID: PMC9995860 DOI: 10.3389/fonc.2023.1105196] [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: 11/22/2022] [Accepted: 02/08/2023] [Indexed: 02/25/2023] Open
Abstract
Background Multiple myeloma (MM) remains an essentially incurable disease. This study aimed to establish a predictive model for estimating prognosis in newly diagnosed MM based on gene expression profiles. Methods RNA-seq data were downloaded from the Multiple Myeloma Research Foundation (MMRF) CoMMpass Study and the Genotype-Tissue Expression (GTEx) databases. Weighted gene coexpression network analysis (WGCNA) and protein-protein interaction network analysis were performed to identify hub genes. Enrichment analysis was also conducted. Patients were randomly split into training (70%) and validation (30%) datasets to build a prognostic scoring model based on the least absolute shrinkage and selection operator (LASSO). CIBERSORT was applied to estimate the proportion of 22 immune cells in the microenvironment. Drug sensitivity was analyzed using the OncoPredict algorithm. Results A total of 860 newly diagnosed MM samples and 444 normal counterparts were screened as the datasets. WGCNA was applied to analyze the RNA-seq data of 1589 intersecting genes between differentially expressed genes and prognostic genes. The blue module in the PPI networks was analyzed with Cytoscape, and 10 hub genes were identified using the MCODE plug-in. A three-gene (TTK, GINS1, and NCAPG) prognostic model was constructed. This risk model showed remarkable prognostic value. CIBERSORT assessment revealed the risk model to be correlated with activated memory CD4 T cells, M0 macrophages, M1 macrophages, eosinophils, activated dendritic cells, and activated mast cells. Furthermore, based on OncoPredict, high-risk MM patients were sensitive to eight drugs. Conclusions We identified and constructed a three-gene-based prognostic model, which may provide new and in-depth insights into the treatment of MM patients.
Collapse
Affiliation(s)
- Jing Wang
- Department of Oncology and Hematology, Yizheng Hospital of Nanjing Drum Tower Hospital Group, Yizheng, China.,Department of Hematology, The Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing, China.,The Pq Laboratory of BiomeDx/Rx, Department of Biomedical Engineering, Binghamton University, State University of New York (SUNY), Binghamton, NY, United States
| | - Lili Guo
- The Second Hospital of Nanjing, Nanjing University of Chinese Medicine, Nanjing, China
| | - Chenglan Lv
- Department of Hematology, The Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing, China
| | - Min Zhou
- Department of Hematology, The Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing, China
| | - Yuan Wan
- The Pq Laboratory of BiomeDx/Rx, Department of Biomedical Engineering, Binghamton University, State University of New York (SUNY), Binghamton, NY, United States
| |
Collapse
|
11
|
Investigation of Transcriptome Patterns in Endometrial Cancers from Obese and Lean Women. Int J Mol Sci 2022; 23:ijms231911471. [PMID: 36232772 PMCID: PMC9569830 DOI: 10.3390/ijms231911471] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Revised: 09/16/2022] [Accepted: 09/20/2022] [Indexed: 12/04/2022] Open
Abstract
Endometrial cancer is the most common gynaecological malignancy in developed countries. One of the largest risk factors for endometrial cancer is obesity. The aim of this study was to determine whether there are differences in the transcriptome of endometrial cancers from obese vs. lean women. Here we investigate the transcriptome of endometrial cancer between obese and lean postmenopausal women using rRNA-depleted RNA-Seq data from endometrial cancer tissues and matched adjacent non-cancerous endometrial tissues. Differential expression analysis identified 12,484 genes (6370 up-regulated and 6114 down-regulated) in endometrial cancer tissues from obese women, and 6219 genes (3196 up-regulated and 3023 down-regulated) in endometrial cancer tissues from lean women (adjusted p-value < 0.1). A gene ontology enrichment analysis revealed that the top 1000 up-regulated genes (by adjusted p-value) were enriched for growth and proliferation pathways while the top 1000 down-regulated genes were enriched for cytoskeleton restructure networks in both obese and lean endometrial cancer tissues. In this study, we also show perturbations in the expression of protein coding genes (HIST1H2BL, HIST1H3F, HIST1H2BH, HIST1H1B, TTK, PTCHD1, ASPN, PRELP, and CDH13) and the lncRNA MBNL1-AS1 in endometrial cancer tissues. Overall, this study has identified gene expression changes that are similar and also unique to endometrial cancers from obese vs. lean women. Furthermore, some of these genes may serve as prognostic biomarkers or, possibly, therapeutic targets for endometrial cancer.
Collapse
|
12
|
The Therapeutic Potential of ADAMTS8 in Lung Adenocarcinoma without Targetable Therapy. J Pers Med 2022; 12:jpm12060902. [PMID: 35743687 PMCID: PMC9225423 DOI: 10.3390/jpm12060902] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 05/17/2022] [Accepted: 05/27/2022] [Indexed: 02/01/2023] Open
Abstract
Lung cancer is well known for its high mortality worldwide. The treatment for advanced lung cancer needs more attention to improve its survival time. A disintegrin and metallopeptidase with thrombospondin motifs 8 (ADAMTS8) has been linked to several cancer types. However, its role in lung cancer is worthy of deep investigation to promote novel drug development. This study took advantage of RNA-seq and bioinformatics to verify the role that ADAMTS8 plays in lung cancer. The functional assays suggested that ADAMTS8 mediates invasion and metastasis when expressed at a low level, contributing to poor overall survival (OS). The expression of ADAMTS8 was under the regulation of GATA Binding Protein 1 (GATA1) and executed its pathologic role through Thrombospondin Type 1 Domain Containing 1 (THSD1) and ADAMTS Like 2 (ADAMTSL2). To define the impact of ADAMTS8 in the lung cancer treatment strategy, this study further grouped lung cancer patients in the TCGA database into mutated epidermal growth factor receptor (EGFR)/wild-type EGFR and programmed death ligand 1 (PD-L1) high/low groups. Importantly, the expression of ADAMTS8 was correlated positively with the recruitment of anticancer NKT cells and negatively with the infiltration of immunosuppressive Treg and exhausted T cells. The results indicated that lung cancer patients with higher ADAMTS8 levels among wild-type EGFR or low PD-L1 groups survive longer than those with lower levels do. This study indicates that ADAMTS8 might be a treatment option for patients with lung adenocarcinoma who lack efficient targeted or immunotherapies.
Collapse
|
13
|
Li B, Gu X, Zhang H, Xiong H. Comprehensive analysis of the prognostic value and immune implications of the TTK gene in lung adenocarcinoma: a meta-analysis and bioinformatics analysis. Anim Cells Syst (Seoul) 2022; 26:108-118. [PMID: 35784389 PMCID: PMC9246214 DOI: 10.1080/19768354.2022.2079718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Background High expression levels of the TTK gene are closely related to tumor occurrence and poor prognosis, as confirmed by some studies. Our study explored the prognosis of lung adenocarcinoma (LUAD) patients with different TTK levels and the possible pathological mechanism of TTK in LUAD. Methods We extensively searched literature databases and high-throughput sequencing databases and included relevant literature or datasets in the meta-analysis according to the inclusion and exclusion criteria. Hazard ratios (HRs) and 95% confidence intervals (CIs) related to TTK expression were calculated, publication bias was assessed, and sensitivity tests were performed. We also compared the relationship between cancer immune infiltrating cells and tumor mutation burden (TMB) in patients with different TTK expression levels via bioinformatics analysis. The half maximal inhibitory concentration (IC50) of some chemotherapeutic and targeted therapy drugs were calculated. The potential biological functions or pathways associated with different TTK expression levels were determined by gene set enrichment analysis (GSEA). Results The meta-analysis revealed that higher TTK expression level was significantly associated with poor prognosis in LUAD patients, both in overall survival (OS) and progression-free survival (PFS). The expression level of TTK was significantly correlated with presence of some immune cells and TMB. Tumors with higher TTK expression levels were mostly enriched for the cell cycle, DNA replication and homologous recombination pathways. In addition, patients with different TTK expression levels were differently sensitive to some antitumor drugs. Conclusion TTK may be a promising prognostic biomarker for LUAD and is worthy of further investigation.
Collapse
Affiliation(s)
- Bo Li
- Department of Respiratory and Critical Care Medicine, The Second People's Hospital of Yibin, Yibin City, People’s Republic of China
| | - Xiaojuan Gu
- Department of Respiratory and Critical Care Medicine, The Second People's Hospital of Yibin, Yibin City, People’s Republic of China
| | - Hanbing Zhang
- Department of Respiratory and Critical Care Medicine, The Second People's Hospital of Yibin, Yibin City, People’s Republic of China
| | - Hao Xiong
- Department of Respiratory and Critical Care Medicine, The Second People's Hospital of Yibin, Yibin City, People’s Republic of China
| |
Collapse
|
14
|
Yang L, Xiong H, Li X, Li Y, Zhou H, Lin X, Chan TF, Li R, Lai KP, Chen X. Network Pharmacology and Comparative Transcriptome Reveals Biotargets and Mechanisms of Curcumol Treating Lung Adenocarcinoma Patients With COVID-19. Front Nutr 2022; 9:870370. [PMID: 35520289 PMCID: PMC9063984 DOI: 10.3389/fnut.2022.870370] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2022] [Accepted: 03/16/2022] [Indexed: 12/31/2022] Open
Abstract
The coronavirus disease 2019 (COVID-19) pandemic has led to 4,255,892 deaths worldwide. Although COVID-19 vaccines are available, mutant forms of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) have reduced the effectiveness of vaccines. Patients with cancer are more vulnerable to COVID-19 than patients without cancer. Identification of new drugs to treat COVID-19 could reduce mortality rate, and traditional Chinese Medicine(TCM) has shown potential in COVID-19 treatment. In this study, we focused on lung adenocarcinoma (LUAD) patients with COVID-19. We aimed to investigate the use of curcumol, a TCM, to treat LUAD patients with COVID-19, using network pharmacology and systematic bioinformatics analysis. The results showed that LUAD and patients with COVID-19 share a cluster of common deregulated targets. The network pharmacology analysis identified seven core targets (namely, AURKA, CDK1, CCNB1, CCNB2, CCNE1, CCNE2, and TTK) of curcumol in patients with COVID-19 and LUAD. Clinicopathological analysis of these targets demonstrated that the expression of these targets is associated with poor patient survival rates. The bioinformatics analysis further highlighted the involvement of this target cluster in DNA damage response, chromosome stability, and pathogenesis of LUAD. More importantly, these targets influence cell-signaling associated with the Warburg effect, which supports SARS-CoV-2 replication and inflammatory response. Comparative transcriptomic analysis on in vitro LUAD cell further validated the effect of curcumol for treating LUAD through the control of cell cycle and DNA damage response. This study supports the earlier findings that curcumol is a potential treatment for patients with LUAD and COVID-19.
Collapse
Affiliation(s)
- Lu Yang
- Laboratory of Environmental Pollution and Integrative Omics, Guilin Medical University, Guilin, China
| | - Hao Xiong
- Guilin Center for Disease Control and Prevention, Guilin, China
| | - Xin Li
- Guangxi Key Laboratory of Tumor Immunology and Microenvironmental Regulation, Guilin Medical University, Guilin, China
| | - Yu Li
- Laboratory of Environmental Pollution and Integrative Omics, Guilin Medical University, Guilin, China
| | - Huanhuan Zhou
- Laboratory of Environmental Pollution and Integrative Omics, Guilin Medical University, Guilin, China
| | - Xiao Lin
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - Ting Fung Chan
- State Key Laboratory of Agrobiotechnology, School of Life Sciences, The Chinese University of Hong Kong, Shatin, Hong Kong SAR, China
| | - Rong Li
- Laboratory of Environmental Pollution and Integrative Omics, Guilin Medical University, Guilin, China
- *Correspondence: Rong Li
| | - Keng Po Lai
- Laboratory of Environmental Pollution and Integrative Omics, Guilin Medical University, Guilin, China
- Keng Po Lai
| | - Xu Chen
- Department of Pharmacy, Guilin Medical University, Guilin, China
- Xu Chen ;
| |
Collapse
|
15
|
Identification of Diagnostic Biomarkers, Immune Infiltration Characteristics, and Potential Compounds in Rheumatoid Arthritis. BIOMED RESEARCH INTERNATIONAL 2022; 2022:1926661. [PMID: 35434133 PMCID: PMC9007666 DOI: 10.1155/2022/1926661] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/13/2021] [Revised: 01/17/2022] [Accepted: 03/22/2022] [Indexed: 12/12/2022]
Abstract
Aims This study is aimed at investigating the pathogenesis of rheumatoid arthritis (RA) by identifying key biomarkers, associated immune infiltration, and small-molecule compounds using bioinformatic analysis. Methods Six datasets were obtained from the Gene Expression Omnibus database, and the batch effect was adjusted. Functional enrichment analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) were used to analyse differentially expressed genes (DEGs). Furthermore, candidate small-molecule drugs associated with RA were selected from the Connectivity Map (CMap) database. The least absolute shrinkage and selection operator regression, support vector machine recursive feature elimination, and multivariate logistic regression analyses were performed on DEGs to screen for RA diagnostic markers. The receiver operating characteristic curve, concordance index, and GiViTi calibration band were the metrics used to assess the diagnostic markers of RA identified in this analysis. The single-sample gene set enrichment analysis was performed to calculate the scores of infiltrating immune cells and evaluate the activities of immune-related pathways. Finally, the correlation between screening markers and RA diagnosis was determined. Results A total of 227 DEGs were identified. Functional enrichment analysis and KEGG revealed that DEGs were enriched by the immune response. CMap analysis identified 11 small-molecule compounds with therapeutic potential for RA. In gene expression, the activities of 13 immune cells and 12 immune-related pathways significantly differed between patients with RA and healthy controls. DPYSL3 and SPP1 had the potential to diagnose RA. SPP1 expression was positively correlated with DPYSL3 in 11 immune cells and 10 immune-related pathways. Conclusion This study comprehensively analysed DEGs and immune infiltration and screened for potential diagnostic markers and small-molecule compounds of RA.
Collapse
|
16
|
Xu Q, Cha Q, Qin H, Liu B, Wu X, Shi J. Identification of Master Regulators Driving Disease Progression, Relapse, and Drug Resistance in Lung Adenocarcinoma. FRONTIERS IN BIOINFORMATICS 2022; 2:813960. [PMID: 36304306 PMCID: PMC9580914 DOI: 10.3389/fbinf.2022.813960] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Accepted: 01/04/2022] [Indexed: 11/13/2022] Open
Abstract
Backgrounds: Lung cancer is the leading cause of cancer related death worldwide. Current treatment strategies primarily involve surgery, chemotherapy, radiotherapy, targeted therapy, and immunotherapy, determined by TNM stages, histologic types, and genetic profiles. Plenty of studies have been trying to identify robust prognostic gene expression signatures. Even for high performance signatures, they usually have few shared genes. This is not totally unexpected, since a prognostic signature is associated with patient survival and may contain no upstream regulators. Identification of master regulators driving disease progression is a vital step to understand underlying molecular mechanisms and develop new treatments. Methods: In this study, we have utilized a robust workflow to identify potential master regulators that drive poor prognosis in patients with lung adenocarcinoma. This workflow takes gene expression signatures that are associated with poor survival of early-stage lung adenocarcinoma, EGFR-TKI resistance, and responses to immune checkpoint inhibitors, respectively, and identifies recurrent master regulators from seven public gene expression datasets by a regulatory network-based approach. Results: We have found that majority of the master regulators driving poor prognosis in early stage LUAD are cell-cycle related according to Gene Ontology annotation. However, they were demonstrated experimentally to promote a spectrum of processes such as tumor cell proliferation, invasion, metastasis, and drug resistance. Master regulators predicted from EGFR-TKI resistance signature and the EMT pathway signature are largely shared, which suggests that EMT pathway functions as a hub and interact with other pathways such as hypoxia, angiogenesis, TNF-α signaling, inflammation, TNF-β signaling, Wnt, and Notch signaling pathways. Master regulators that repress immunotherapy are enriched with MYC targets, E2F targets, oxidative phosphorylation, and mTOR signaling. Conclusion: Our study uncovered possible mechanisms underlying recurrence, resistance to targeted therapy, and immunotherapy. The predicted master regulators may serve as potential therapeutic targets in patients with lung adenocarcinoma.
Collapse
Affiliation(s)
- Qiong Xu
- Department of Respiratory Disease, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Qiongfang Cha
- Department of Respiratory Disease, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Hui Qin
- Department of Respiratory Disease, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Bin Liu
- Department of Respiratory Disease, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xueling Wu
- Department of Respiratory Disease, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- *Correspondence: Xueling Wu, ; Jiantao Shi,
| | - Jiantao Shi
- State Key Laboratory of Molecular Biology, Shanghai Institute of Biochemistry and Cell Biology, Center for Excellence in Molecular Cell Science, Chinese Academy of Sciences, Shanghai, China
- *Correspondence: Xueling Wu, ; Jiantao Shi,
| |
Collapse
|
17
|
Qi G, Ma H, Li Y, Peng J, Chen J, Kong B. TTK inhibition increases cisplatin sensitivity in high-grade serous ovarian carcinoma through the mTOR/autophagy pathway. Cell Death Dis 2021; 12:1135. [PMID: 34876569 PMCID: PMC8651821 DOI: 10.1038/s41419-021-04429-6] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2021] [Revised: 11/09/2021] [Accepted: 11/22/2021] [Indexed: 12/25/2022]
Abstract
High-grade serous ovarian cancer (HGSOC) is the most lethal gynecological malignancy. However, the molecular mechanisms underlying HGSOC development, progression, chemotherapy insensitivity and resistance remain unclear. Two independent GEO datasets, including the gene expression profile of primary ovarian carcinoma and normal controls, were analyzed to identify genes related to HGSOC development and progression. A KEGG pathway analysis of the differentially expressed genes (DEGs) revealed that the cell cycle pathway was the most enriched pathway, among which TTK protein kinase (TTK) was the only gene with a clinical-grade inhibitor that has been investigated in a clinical trial but had not been studied in HGSOC. TTK was also upregulated in cisplatin-resistant ovarian cancer cells from two other datasets. TTK is a regulator of spindle assembly checkpoint signaling, playing an important role in cell cycle control and tumorigenesis in various cancers. However, the function and regulatory mechanism of TTK in HGSOC remain to be determined. In this study, we observed TTK upregulation in patients with HGSOC. High TTK expression was related to a poor prognosis. Genetic and pharmacological inhibition of TTK impeded the proliferation of ovarian cancer cells by disturbing cell cycle progression and increasing apoptosis. TTK silencing increased cisplatin sensitivity by activating the mammalian target of rapamycin (mTOR) complex to further suppress cisplatin-induced autophagy in vitro. In addition, the enhanced sensitivity was partially diminished by rapamycin-mediated inhibition of mTOR in TTK knockdown cells. Furthermore, TTK knockdown increased the toxicity of cisplatin in vivo by decreasing autophagy. These findings suggest that the administration of TTK inhibitors in combination with cisplatin may lead to improved response rates to cisplatin in patients with HGSOC presenting high TTK expression. In summary, our study may provide a theoretical foundation for using the combination therapy of cisplatin and TTK inhibitors as a treatment for HGSOC in the future.
Collapse
Affiliation(s)
- Gonghua Qi
- Department of Obstetrics and Gynecology, Qilu Hospital, Shandong University, 250012, Jinan, China
- Gynecologic Oncology Key Laboratory of Shandong Province, Qilu Hospital, Shandong University, 250012, Jinan, China
| | - Hanlin Ma
- Department of Obstetrics and Gynecology, Qilu Hospital, Shandong University, 250012, Jinan, China
- Gynecologic Oncology Key Laboratory of Shandong Province, Qilu Hospital, Shandong University, 250012, Jinan, China
| | - Yingwei Li
- Department of Obstetrics and Gynecology, Qilu Hospital, Shandong University, 250012, Jinan, China
- Gynecologic Oncology Key Laboratory of Shandong Province, Qilu Hospital, Shandong University, 250012, Jinan, China
| | - Jiali Peng
- Department of Obstetrics and Gynecology, Qilu Hospital, Shandong University, 250012, Jinan, China
- Gynecologic Oncology Key Laboratory of Shandong Province, Qilu Hospital, Shandong University, 250012, Jinan, China
| | - Jingying Chen
- Department of Obstetrics and Gynecology, Qilu Hospital, Shandong University, 250012, Jinan, China
- Gynecologic Oncology Key Laboratory of Shandong Province, Qilu Hospital, Shandong University, 250012, Jinan, China
| | - Beihua Kong
- Department of Obstetrics and Gynecology, Qilu Hospital, Shandong University, 250012, Jinan, China.
- Gynecologic Oncology Key Laboratory of Shandong Province, Qilu Hospital, Shandong University, 250012, Jinan, China.
| |
Collapse
|
18
|
Yao ZP, Zhu H, Shen F, Gong D. Hsp90 regulates the tumorigenic function of tyrosine protein kinase in osteosarcoma. Clin Exp Pharmacol Physiol 2021; 49:380-390. [PMID: 34767669 DOI: 10.1111/1440-1681.13613] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Revised: 09/30/2021] [Accepted: 11/08/2021] [Indexed: 01/04/2023]
Abstract
Despite recent advances in diagnosis and treatment, osteosarcoma remains as the most common bone cancer in children and is associated with poor prognosis. Growing evidence has supported dysregulation of threonine and tyrosine protein kinase (TTK) expression as a hallmark of multiple cancers, however, its function in osteosarcoma remains to be elucidated. In the present study, we found that TTK was frequently overexpressed in osteosarcoma and associated with increased tumour growth and progression. Moreover, using both in vitro and in vivo assays, we provided evidence that TTK level was regulated by a molecular chaperone, heat shock protein 90 (Hsp90). Hsp90 directly interacted with TTK and prevents proteasome-dependent TTK degradation, leading to the accumulation of TTK in osteosarcoma cells. Elevated TTK promoted cancer cell proliferation and survival by activating cell-cycle progression and inhibiting apoptosis. Consistently, depletion of TTK by Hsp90 inhibition induced cell-cycle arrest, generated aneuploidy and eventually resulted in apoptotic cancer cell death. Together, our study revealed an important Hsp90-TTK regulatory axis in osteosarcoma cells to promote cancer cell growth and survival. These findings expand our knowledge on osteosarcoma pathogenesis and offer novel therapeutic options for clinical practice.
Collapse
Affiliation(s)
- Zhao-Peng Yao
- Department of Orthopaedics, The First Hospital of Nanchang, Nanchang, China
| | - Hui Zhu
- Department of Breast Cancer Surgery, Jiangxi Provincial Cancer Hospital, Nanchang, China
| | - Feng Shen
- Department of Orthopaedics, The First Hospital of Nanchang, Nanchang, China
| | - Dan Gong
- Department of Oncology, The Second Affiliated Hospital of Nanchang University, Nanchang, China.,Jiangxi Key Laboratory of Clinical and Translational Cancer Research, Nanchang, China
| |
Collapse
|
19
|
Prajumwongs P, Waenphimai O, Vaeteewoottacharn K, Wongkham S, Sawanyawisuth K. Reversine, a selective MPS1 inhibitor, induced autophagic cell death via diminished glucose uptake and ATP production in cholangiocarcinoma cells. PeerJ 2021; 9:e10637. [PMID: 33505802 PMCID: PMC7797171 DOI: 10.7717/peerj.10637] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Accepted: 12/02/2020] [Indexed: 12/18/2022] Open
Abstract
Reversine is a selective inhibitor of mitotic kinase monopolar spindle 1 (MPS1) and has been reported as an anticancer agent in various cancers. The effects of reversine on bile duct cancer, cholangiocarcinoma (CCA), a lethal cancer in Northeastern Thailand, were investigated. This study reports that reversine inhibited cell proliferation of CCA cell lines in dose- and time-dependent manners but had less inhibitory effect on an immortalized cholangiocyte cell line. Reversine also triggered apoptotic cell death by decreasing anti-apoptotic proteins, Bcl-XL and Mcl-1, increasing Bax pro-apoptotic protein and activating caspase-3 activity. Moreover, reversine induced autophagic cell death by increasing LC3-II and Beclin 1 while decreasing p62. Reversine activated autophagy via the AKT signaling pathway. Additionally, this study demonstrated for the first time that reversine could diminish the expression of Hypoxia-Inducible Factor 1- alpha (HIF-1α) and glucose transporter 1 (GLUT1), resulting in a reduction of glucose uptake and energy production in CCA cell lines. These findings suggest that reversine could be a good candidate as an alternative or supplementary drug for CCA treatment.
Collapse
Affiliation(s)
- Piya Prajumwongs
- Department of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand.,Cholangiocarcinoma Research Institute, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Orawan Waenphimai
- Department of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand.,Cholangiocarcinoma Research Institute, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Kulthida Vaeteewoottacharn
- Department of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand.,Cholangiocarcinoma Research Institute, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Sopit Wongkham
- Department of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand.,Cholangiocarcinoma Research Institute, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Kanlayanee Sawanyawisuth
- Department of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand.,Cholangiocarcinoma Research Institute, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| |
Collapse
|
20
|
Prajumwongs P, Phumphu R, Waenphimai O, Lert-itthiporn W, Vaeteewoottacharn K, Wongkham S, Chamgramol Y, Pairojkul C, Sawanyawisuth K. High Monopolar Spindle 1 Is Associated with Short Survival of Cholangiocarcinoma Patients and Enhances the Progression Via AKT and STAT3 Signaling Pathways. Biomedicines 2021; 9:68. [PMID: 33450849 PMCID: PMC7828338 DOI: 10.3390/biomedicines9010068] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2020] [Revised: 01/08/2021] [Accepted: 01/09/2021] [Indexed: 12/31/2022] Open
Abstract
Cholangiocarcinoma (CCA) is a malignancy of the bile duct epithelium. The major problems of this cancer are late diagnosis and a high rate of metastasis. CCA patients in advanced stages have poor survival and cannot be cured with surgery. Therefore, targeting molecules involved in the metastatic process may be an effective CCA treatment. Monopolar spindle 1 (MPS1) is a kinase protein that controls the spindle assemble checkpoint in mitosis. It is overexpressed in proliferating cells and various cancers. The functional roles of MPS1 in CCA progression have not been investigated. The aims of this study were to examine the roles and molecular mechanisms of MPS1 in CCA progression. Immunohistochemistry results showed that MPS1 was up-regulated in carcinogenesis of CCA in a hamster model, and positive expression of MPS1 in human CCA tissues was correlated to short survival of CCA patients (n = 185). Small interfering RNA (siRNA)-induced knockdown of MPS1 expression reduced cell proliferation via G2/M arrest, colony formation, migration, and invasion. Moreover, MPS1 controlled epithelial to mesenchymal transition (EMT)-mediated migration via AKT and STAT3 signaling transductions. MPS1 was also involved in MMPs-dependent invasion of CCA cell lines. The current research highlights for the first time that MPS1 has an essential role in promoting the progression of CCA via AKT and STAT3 signaling pathways and could be an attractive target for metastatic CCA treatment.
Collapse
Affiliation(s)
- Piya Prajumwongs
- Department of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen 40002, Thailand; (P.P.); (R.P.); (O.W.); (W.L.-i.); (K.V.); (S.W.)
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen 40002, Thailand; (Y.C.); (C.P.)
| | - Ratthaphong Phumphu
- Department of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen 40002, Thailand; (P.P.); (R.P.); (O.W.); (W.L.-i.); (K.V.); (S.W.)
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen 40002, Thailand; (Y.C.); (C.P.)
| | - Orawan Waenphimai
- Department of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen 40002, Thailand; (P.P.); (R.P.); (O.W.); (W.L.-i.); (K.V.); (S.W.)
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen 40002, Thailand; (Y.C.); (C.P.)
| | - Worachart Lert-itthiporn
- Department of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen 40002, Thailand; (P.P.); (R.P.); (O.W.); (W.L.-i.); (K.V.); (S.W.)
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen 40002, Thailand; (Y.C.); (C.P.)
| | - Kulthida Vaeteewoottacharn
- Department of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen 40002, Thailand; (P.P.); (R.P.); (O.W.); (W.L.-i.); (K.V.); (S.W.)
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen 40002, Thailand; (Y.C.); (C.P.)
| | - Sopit Wongkham
- Department of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen 40002, Thailand; (P.P.); (R.P.); (O.W.); (W.L.-i.); (K.V.); (S.W.)
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen 40002, Thailand; (Y.C.); (C.P.)
| | - Yaovalux Chamgramol
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen 40002, Thailand; (Y.C.); (C.P.)
- Department of Pathology, Faculty of Medicine, Khon Kaen University, Khon Kaen 40002, Thailand
| | - Chawalit Pairojkul
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen 40002, Thailand; (Y.C.); (C.P.)
- Department of Pathology, Faculty of Medicine, Khon Kaen University, Khon Kaen 40002, Thailand
| | - Kanlayanee Sawanyawisuth
- Department of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen 40002, Thailand; (P.P.); (R.P.); (O.W.); (W.L.-i.); (K.V.); (S.W.)
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen 40002, Thailand; (Y.C.); (C.P.)
| |
Collapse
|