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Yang K, Li B, Xu X, Yu Z, Lyu X, Ren K, Liu X, Chen S, Li H. TRIB3 overexpression predicts malignant progression and poor prognosis in human solid tumors: bioinformatics validation and clinical significance. Expert Rev Mol Diagn 2024:1-12. [PMID: 39609944 DOI: 10.1080/14737159.2024.2436391] [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: 06/13/2024] [Accepted: 11/06/2024] [Indexed: 11/30/2024]
Abstract
INTRODUCTION Overexpression of tribbles homolog 3 (TRIB3) has been reported in various cancers, yet its clinical significance remains contentious. This study aims to elucidate the association between TRIB3 overexpression and the progression and prognosis of solid tumors. METHODS A comprehensive analysis was conducted using data from published studies and The Cancer Genome Atlas (TCGA) up to May 2023. We evaluated the impact of high TRIB3 expression on tumor malignancy and survival outcomes across different cancer types. RESULTS Seventeen studies met the inclusion criteria. Our findings revealed that TRIB3 overexpression is significantly associated with increased distant metastasis (OR = 4.01, 95% CI: 2.36-6.74, p < 0.001) and advanced histological stage (OR = 2.68, 95% CI: 1.50-4.78, p < 0.001). Additionally, high TRIB3 expression significantly elevated the risk of reduced overall survival (OS) in cancer patients (HR = 1.52, 95% CI: 1.05-2.20, p < 0.001), indicating a poor prognosis. Analyses of TCGA data among various prognostic indicators corroborated these findings. CONCLUSIONS TRIB3 overexpression is significantly linked to malignant progression and unfavorable prognosis in diverse solid tumors. These results suggest that TRIB3 holds promise as a biomarker and therapeutic target in human cancers.
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Affiliation(s)
- Kangping Yang
- Department of General Surgery, The Second Affiliated Hospital, Jiangxi Medical School, Nanchang University, Nanchang, PR China
| | - Benjie Li
- Queen Mary School, Jiangxi Medical School, Nanchang University, Nanchang, PR China
| | - Xuan Xu
- Huankui Academy, Jiangxi Medical School, Nanchang University, Nanchang, PR China
| | - Zilu Yu
- Queen Mary School, Jiangxi Medical School, Nanchang University, Nanchang, PR China
| | - Xinmeng Lyu
- School of Life Science, Ludong University, Yantai, PR China
| | - Kexin Ren
- Queen Mary School, Jiangxi Medical School, Nanchang University, Nanchang, PR China
| | - Xiangfei Liu
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing Hospital/National Center of Gerontology of National Health Commission, Beijing, PR China
- Fifth School of Clinical Medicine (Beijing Hospital), Peking University, Beijing, PR China
| | - Shen Chen
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing Hospital/National Center of Gerontology of National Health Commission, Beijing, PR China
- Fifth School of Clinical Medicine (Beijing Hospital), Peking University, Beijing, PR China
| | - Huizi Li
- Department of General Surgery, The Second Affiliated Hospital, Jiangxi Medical School, Nanchang University, Nanchang, PR China
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Wu SH, Xiao MC, Liu F, Hong HY, Ding CH, Zhang X, Xie WF. Cell-permeated peptide P-T3H2 inhibits malignancy on hepatocellular carcinoma through stabilizing HNF4α protein. Discov Oncol 2024; 15:752. [PMID: 39638897 PMCID: PMC11621286 DOI: 10.1007/s12672-024-01661-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Accepted: 12/02/2024] [Indexed: 12/07/2024] Open
Abstract
OBJECTIVES Hepatocyte nuclear factor 4α (HNF4α) is a key regulator of hepatocyte function and has a strong therapeutic effect on hepatocellular carcinoma (HCC) by inducing the differentiation of hepatoma cell into hepatocytes. Our previous study showed that Tribbles homolog 3 (TRIB3) directly interacts with and promotes the degradation of HNF4α in non-alcoholic fatty liver disease (NAFLD). Disrupting the TRIB3-HNF4α interaction by a cell-permeating peptide, called P-T3H2, stabilized HNF4α protein. This study aimed to assess the anti-tumor impact of P-T3H2 in HCC. METHODS The expression of TRIB3 and HNF4α was evaluated using western blot and immunohistochemistry (IHC). Hepatic functions and cellular senescence of HCC cells were evaluated through periodic acid-Schiff (PAS) staining, acetylated low-density lipoprotein (ac-LDL) uptake and senescence-associated β-galactosidase (SA-β-gal) activity staining, respectively. RNA-Seq analysis was performed to identify differentially expressed genes in Huh7 cells treated with P-T3H2. The impact of P-T3H2 on HCC malignancy was assessed in vitro and in vivo. RESULTS TRIB3 exhibited a negative correlation with HNF4α in both human and mouse HCC tissues. The administration of P-T3H2 significantly inhibited the malignancy of HCC cells. Additionally, P-T3H2 stabilized HNF4α protein and facilitated the restoration of hepatic functions and the cellular senescence in HCC cells. RNA-Seq analysis demonstrated that P-T3H2 enhanced the transcriptional activity of HNF4α in HCC. Furthermore, P-T3H2 effectively suppressed the carcinogenesis and progression of HCC in mice. CONCLUSION P-T3H2 suppressed HCC progression through the stabilization of HNF4α protein and may be a promising therapeutic candidate for clinical application in the treatment of HCC.
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Affiliation(s)
- Si-Han Wu
- Department of Gastroenterology, Changzheng Hospital, Naval Medical University, Shanghai, China
| | - Meng-Chao Xiao
- Department of Gastroenterology, Shanghai East Hospital, School of Medicine, Tongji University, Shanghai, 200092, China
| | - Fang Liu
- Department of Gastroenterology, Changzheng Hospital, Naval Medical University, Shanghai, China
| | - Huan-Yu Hong
- Department of Gastroenterology, Changzheng Hospital, Naval Medical University, Shanghai, China
| | - Chen-Hong Ding
- Department of Gastroenterology, Shanghai East Hospital, School of Medicine, Tongji University, Shanghai, 200092, China
| | - Xin Zhang
- Department of Gastroenterology, Changzheng Hospital, Naval Medical University, Shanghai, China.
| | - Wei-Fen Xie
- Department of Gastroenterology, Changzheng Hospital, Naval Medical University, Shanghai, China.
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Wu H, Fu Z, Li H, Fang F, He B, Ye Y, Wu H, Xu D, Zheng H, Zhang Q. TRIB3, as a robust prognostic biomarker for HNSC, is associated with poor immune infiltration and cancer cell immune evasion. Front Immunol 2024; 14:1290839. [PMID: 38235126 PMCID: PMC10791810 DOI: 10.3389/fimmu.2023.1290839] [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: 09/08/2023] [Accepted: 12/11/2023] [Indexed: 01/19/2024] Open
Abstract
Objective As a pseudokinase, Tribbles Pseudokinase 3 (TRIB3) is implicated in a wide array of biological processes, including cell signal transduction, metabolic regulation, stress responses, and immune regulation. While its significant role in the immune regulation of certain cancers is well-established, the specific functions and impact of TRIB3 in head and neck squamous cell carcinoma (HNSC) remain unclear. Methods The data of RNA-sequence was acquired from the TCGA database to analyze the expression patterns of TRIB3 and elucidate its prognostic value in HNSC patients. Furthermore, the correlation between TRIB3 and tumor mutation burden, clinical data, immune checkpoint genes, and immune cell infiltration was explored. Moreover, the TRIB3 location in tumor tissues and subcellular structures was identified via Tisch in the HPA database, and the potential protein interaction molecules for TRIB3 were elucidated in the STRING database. The potential TRIB3 gene function was assessed using gene set enrichment analysis (GSEA), whereas the TRIB3 expression levels in clinical HNSC samples were verified by RT-qPCR and immunohistochemistry. the role of TRIB3 in enhancing the malignant behavior of HNSC cells was validated in vitro through a series of methods including RT-qPCR, CCK8 assay, wound healing assay, and transwell assay. Results It was revealed that TRIB3 was significantly overexpressed in the nucleus and cytoplasm of HNSC. Furthermore, this overexpression markedly enhanced the migration ability of tumor cells. As an independent prognostic factor, TRIB3 was associated with advanced tumor T stage and was significantly involved with tumor mutation burden and immune cell infiltration in HNSC. Moreover, it was observed that TRIB3 was not a predicted factor for PD1/PDL1 and ATL4 inhibitor treatment; however, it was substantially correlated with various immune evasion-related genes in HNSC. Conclusion TRIB3 could serve as a potential prognostic marker for HNSC and might be a key gene mediating HNSC immune evasion.
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Affiliation(s)
- Huadong Wu
- Department of Oral and Maxillofacial Surgery, The First Affiliated Hospital, Jiangxi Medical college, Nanchang University, Nanchang, Jiangxi, China
- Department of Otolaryngology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, China
| | - Zhenzhen Fu
- Department of Oral and Maxillofacial Surgery, The First Affiliated Hospital, Jiangxi Medical college, Nanchang University, Nanchang, Jiangxi, China
| | - Hong Li
- Department of Oral and Maxillofacial Surgery, The First Affiliated Hospital, Jiangxi Medical college, Nanchang University, Nanchang, Jiangxi, China
| | - Feifei Fang
- Department of Oral and Maxillofacial Surgery, The First Affiliated Hospital, Jiangxi Medical college, Nanchang University, Nanchang, Jiangxi, China
| | - Bin He
- Department of Oral and Maxillofacial Surgery, The First Affiliated Hospital, Jiangxi Medical college, Nanchang University, Nanchang, Jiangxi, China
| | - Yujie Ye
- Department of Oral and Maxillofacial Surgery, The First Affiliated Hospital, Jiangxi Medical college, Nanchang University, Nanchang, Jiangxi, China
| | - Heyong Wu
- Department of Oral and Maxillofacial Surgery, The First Affiliated Hospital, Jiangxi Medical college, Nanchang University, Nanchang, Jiangxi, China
| | - Dong Xu
- Department of Oral and Maxillofacial Surgery, The First Affiliated Hospital, Jiangxi Medical college, Nanchang University, Nanchang, Jiangxi, China
| | - Haoran Zheng
- Department of Oral and Maxillofacial Surgery, The First Affiliated Hospital, Jiangxi Medical college, Nanchang University, Nanchang, Jiangxi, China
| | - Qiang Zhang
- Department of Oral and Maxillofacial Surgery, The First Affiliated Hospital, Jiangxi Medical college, Nanchang University, Nanchang, Jiangxi, China
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Baran B, Sanlav G, Kızmazoğlu D, Kum Özşengezer S, Aktaş S, Altun Z, Olgun N. Comparing Tribbles Homolog 3 (TRIB3) Protein Expression Levels with Clinicopathological Characteristics and Survival Among Neuroblastoma Patients. Clin Med Insights Oncol 2023; 17:11795549231199926. [PMID: 37744426 PMCID: PMC10515557 DOI: 10.1177/11795549231199926] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 08/10/2023] [Indexed: 09/26/2023] Open
Abstract
Background Tribbles Homolog 3 (TRIB3) is a member of the pseudokinase family of tribbles and acts as an adaptor protein to regulate different cellular processes. Upregulation of TRIB3 expression was shown either as a favorable or an adverse prognostic factor in various adult malignancies. However, TRIB3 expression has not been examined in pediatric cancers. Neuroblastoma is the most common malignant solid tumor of childhood, which affects mostly children under 5 years old. Risk stratification of patients defined by International Neuroblastoma Risk Group was used to determine prognosis and treatment of the disease. This study aimed to examine the relationship between TRIB3 protein expression levels and clinicopathological features and survival of patients. Methods TRIB3 protein expression was analyzed using immunohistochemical staining on formalin-fixed paraffin-embedded tissue samples of neuroblastoma patients (n = 56). Survival analyses were performed with Kaplan-Meier method and log-rank tests. Association between TRIB3 expression and clinicopathological characteristics were analyzed with Spearman's correlation. Results Of the patients, 32.1% were in the low-risk group, 21.4% in the medium-risk group, and 46.4% in the high-risk group. Survival analysis was performed in the entire neuroblastoma patient group and sub-risk groups of neuroblastoma patients. In the entire patient group, there was no significant difference in overall survival (P = .202) and event-free survival (P = .172) between TRIB3-positive and -negative patients. However, when survival analyses were performed in each risk group, TRIB3 expression was significantly associated with higher overall survival (P = .034) and event-free survival (P = .032) in low-risk group neuroblastoma patients. Nevertheless, no association was found between TRIB3 expression and overall survival (P = .799) and event-free survival (P = .448) in high-risk neuroblastoma patients. Furthermore, a significant correlation was identified between 1p36 loss-of-heterozygosity and TRIB3 expression (P = .030). However, TRIB3 expression did not correlate with other clinicopathological features. Conclusion TRIB3 expression is a potential predictive biomarker for low-risk neuroblastoma patients.
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Affiliation(s)
- Burçin Baran
- Department of Basic Oncology, Institute of Oncology, Dokuz Eylül University, Izmir, Turkey
| | - Gamze Sanlav
- Department of Basic Oncology, Institute of Oncology, Dokuz Eylül University, Izmir, Turkey
| | - Deniz Kızmazoğlu
- Department of Pediatric Oncology, Institute of Oncology, Dokuz Eylül University, Izmir, Turkey
| | - Selen Kum Özşengezer
- Department of Basic Oncology, Institute of Oncology, Dokuz Eylül University, Izmir, Turkey
| | - Safiye Aktaş
- Department of Basic Oncology, Institute of Oncology, Dokuz Eylül University, Izmir, Turkey
| | - Zekiye Altun
- Department of Basic Oncology, Institute of Oncology, Dokuz Eylül University, Izmir, Turkey
| | - Nur Olgun
- Department of Pediatric Oncology, Institute of Oncology, Dokuz Eylül University, Izmir, Turkey
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Sui X, Zhang L, Zhang XF, Zhang Y. TRIB3-Regulated Akt Signal Pathway Affects Trophoblast Invasion in the Development of Preeclampsia. Am J Perinatol 2023; 40:1359-1366. [PMID: 34553361 DOI: 10.1055/s-0041-1735872] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
OBJECTIVE The aim of the study is to explore the mechanism of tribbles pseudokinase 3 (TRIB3)-regulated Akt pathway in the development of preeclampsia (PE). STUDY DESIGN TRIB3 expression in the placenta of PE patient was determined by quantitative reverse transcriptase polymerase chain reaction and western blotting. Then HTR-8/SVneo or JEG-3 cells were transfected and divided into Mock, Control siRNA, TRIB3 siRNA-1, and TRIB3 siRNA-2 groups. Cell proliferation, invasion, and migration were determined by MTT assay, Transwell assay, and wound healing test, while the expression of TRIB3 and Akt pathway was measured by western blotting. PE rats were treated with TRIB3 siRNA, and blood pressure, 24-hour urinary protein, as well as serum levels of sFlt-1 and vascular endothelial growth factor (VEGF) were measured. RESULTS The placenta of PE patients presented with increased TRIB3 expression. In comparison with Mock group, the proliferation, invasion, and migration of HTR-8/SVneo and JEG-3 cells in TRIB3 siRNA-1 group and TRIB3 siRNA-2 group increased, with decreased TRIB3 expression but enhanced expression of p-Akt/Akt, MMP-2, and MMP-9. Rats in PE group showed increases in mean arterial pressure, SBP, 24-hour urinary protein, and serum sFlt-1 levels, but decreases in serum VEGF levels, fetal weight, and placental efficiency. Moreover, TRIB3 expression was upregulated, while p-Akt/Akt was downregulated in the placenta of rats in PE group. However, indicators above were significantly improved in rats treated with TRIB3 siRNA. CONCLUSION TRIB3 was upregulated in the PE placenta, while silencing TRIB3 activated the Akt signaling pathway to promote the invasion and migration of trophoblast both in vitro and in vivo and ameliorated the development of PE symptoms in the PE rat model. KEY POINTS · The TRIB3 expression was increased in the placenta of PE patient. · Silencing TRIB3 activates Akt signal pathway.. · Silencing TRIB3 improves the pathological process of preeclampsia rat..
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Affiliation(s)
- Xin Sui
- Department of Obstetrics and Gynaecology, The First Affiliated Hospital of Yangtze University, Jingzhou, Hubei Province, China
| | - Lei Zhang
- Department of Obstetrics and Gynaecology, The First Affiliated Hospital of Yangtze University, Jingzhou, Hubei Province, China
| | - Xu-Feng Zhang
- Department of Obstetrics and Gynaecology, The First Affiliated Hospital of Yangtze University, Jingzhou, Hubei Province, China
| | - Ya Zhang
- Department of Obstetrics and Gynaecology, The First Affiliated Hospital of Yangtze University, Jingzhou, Hubei Province, China
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Alginate Oligosaccharides Repair Liver Injury by Improving Anti-Inflammatory Capacity in a Busulfan-Induced Mouse Model. Int J Mol Sci 2023; 24:ijms24043097. [PMID: 36834506 PMCID: PMC9967464 DOI: 10.3390/ijms24043097] [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: 12/13/2022] [Revised: 01/20/2023] [Accepted: 02/02/2023] [Indexed: 02/08/2023] Open
Abstract
Liver diseases are associated with many factors, including medicines and alcoholics, which have become a global problem. It is crucial to overcome this problem. Liver diseases always come with inflammatory complications, which might be a potential target to deal with this issue. Alginate oligosaccharides (AOS) have been demonstrated to have many beneficial effects, especially anti-inflammation. In this study, 40 mg/kg body weight (BW) of busulfan was intraperitoneally injected once, and then the mice were dosed with ddH2O or AOS 10 mg/kg BW every day by oral gavage for five weeks. We investigated AOS as a potential no-side-effect and low-cost therapy for liver diseases. For the first time, we discovered that AOS 10 mg/kg recovered liver injury by decreasing the inflammation-related factors. Moreover, AOS 10 mg/kg could improve the blood metabolites related to immune and anti-tumor effects, and thus, ameliorated impaired liver function. The results indicate that AOS may be a potential therapy to deal with liver damage, especially in inflammatory conditions.
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Arif A, Alameri AA, Tariq UB, Ansari SA, Sakr HI, Qasim MT, Aljoborae FFM, Ramírez-Coronel AA, Jabbar HS, Gabr GA, Mirzaei R, Karampoor S. The functions and molecular mechanisms of Tribbles homolog 3 (TRIB3) implicated in the pathophysiology of cancer. Int Immunopharmacol 2023; 114:109581. [PMID: 36527874 DOI: 10.1016/j.intimp.2022.109581] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Revised: 11/21/2022] [Accepted: 12/08/2022] [Indexed: 12/23/2022]
Abstract
Currently, cancer ranks as the second leading cause of death worldwide, and at the same time, the burden of cancer continues to increase. The underlying molecular pathways involved in the initiation and development of cancer are the subject of considerable research worldwide. Further understanding of these pathways may lead to new cancer treatments. Growing data suggest that Tribble's homolog 3 (TRIB3) is essential in oncogenesis in many types of cancer. The mammalian tribbles family's proteins regulate various cellular and physiological functions, such as the cell cycle, stress response, signal transduction, propagation, development, differentiation, immunity, inflammatory processes, and metabolism. To exert their activities, Tribbles proteins must alter key signaling pathways, including the mitogen-activated protein kinase (MAPK) and phosphatidylinositol 3 kinase (PI3K)/AKT pathways. Recent evidence supports that TRIB3 dysregulation has been linked to various diseases, including tumor development and chemoresistance. It has been speculated that TRIB3 may either promote or inhibit the onset and development of cancer. However, it is still unclear how TRIB3 performs this dual function in cancer. In this review, we present and discuss the most recent data on the role of TRIB3 in cancer pathophysiology and chemoresistance. Furthermore, we describe in detail the molecular mechanism TRIB3 regulates in cancer.
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Affiliation(s)
- Anam Arif
- Department of Government DHQ hospital Narowal, Gujranwala medical college, Gujranwala, Pakistan
| | - Ameer A Alameri
- Department of Chemistry, College of Science, University of Babylon, Babylon, Iraq
| | | | - Shakeel Ahmed Ansari
- Department of Biochemistry, Batterjee Medical College for Science and Technology, Jeddah, Saudi Arabia
| | - Hader Ibrahim Sakr
- Department of Medical Physiology, Faculty of Medicine, Cairo University, Egypt; Department of Medical Physiology, Medicine Program, Batterjee Medical College, Jeddah, Saudi Arabia
| | - Maytham T Qasim
- Department of Anesthesia, College of Health and Medical Technology, Al-Ayen University, Thi-Qar, Iraq
| | - Fadhil F M Aljoborae
- Department of Anesthesia Techniques, Al-Mustaqbal University College, Babylon, Iraq
| | - Andrés Alexis Ramírez-Coronel
- Azogues Campus Nursing Career, Health and Behavior Research Group (HBR), Psychometry and Ethology Laboratory, Catholic University of Cuenca, Ecuador
| | - Hijran Sanaan Jabbar
- Department of Chemistry, College of Science, Salahaddin University, Erbil, Iraq; Department of Medical Laboratory Science, College of Health Sciences, Lebanese French University, Erbil, Iraq
| | - Gamal A Gabr
- Department of Pharmacology and Toxicology, College of Pharmacy, Prince Sattam Bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia; Agricultural Genetic Engineering Research Institute (AGERI), Agricultural Research Center, Giza, Egypt
| | - Rasoul Mirzaei
- Venom and Biotherapeutics Molecules Lab, Medical Biotechnology Department, Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran.
| | - Sajad Karampoor
- Gastrointestinal and Liver Diseases Research Center, Iran University of Medical Sciences, Tehran, Iran.
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Lee D, Yang J, Kim S. Learning the histone codes with large genomic windows and three-dimensional chromatin interactions using transformer. Nat Commun 2022; 13:6678. [PMID: 36335101 PMCID: PMC9637148 DOI: 10.1038/s41467-022-34152-5] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Accepted: 10/17/2022] [Indexed: 11/06/2022] Open
Abstract
The quantitative characterization of the transcriptional control by histone modifications has been challenged by many computational studies, but most of them only focus on narrow and linear genomic regions around promoters, leaving a room for improvement. We present Chromoformer, a transformer-based, three-dimensional chromatin conformation-aware deep learning architecture that achieves the state-of-the-art performance in the quantitative deciphering of the histone codes in gene regulation. The core essence of Chromoformer architecture lies in the three variants of attention operation, each specialized to model individual hierarchy of transcriptional regulation involving from core promoters to distal elements in contact with promoters through three-dimensional chromatin interactions. In-depth interpretation of Chromoformer reveals that it adaptively utilizes the long-range dependencies between histone modifications associated with transcription initiation and elongation. We also show that the quantitative kinetics of transcription factories and Polycomb group bodies can be captured by Chromoformer. Together, our study highlights the great advantage of attention-based deep modeling of complex interactions in epigenomes.
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Affiliation(s)
- Dohoon Lee
- grid.31501.360000 0004 0470 5905Bioinformatics Institute, Seoul National University, Seoul, 08826 Republic of Korea ,grid.31501.360000 0004 0470 5905BK21 FOUR Intelligence Computing, Seoul National University, Seoul, 08826 Republic of Korea
| | - Jeewon Yang
- grid.31501.360000 0004 0470 5905Interdisciplinary Program in Artificial Intelligence, Seoul National University, Seoul, 08826 Republic of Korea
| | - Sun Kim
- grid.31501.360000 0004 0470 5905Interdisciplinary Program in Artificial Intelligence, Seoul National University, Seoul, 08826 Republic of Korea ,grid.31501.360000 0004 0470 5905Interdisciplinary Program in Bioinformatics, Seoul National University, Seoul, 08826 Republic of Korea ,grid.31501.360000 0004 0470 5905Department of Computer Science and Engineering, Seoul National University, Seoul, 08826 Republic of Korea ,AIGENDRUG Co., Ltd., Seoul, 08826 Republic of Korea
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Nayshool O, Kol N, Javaski E, Amariglio N, Rechavi G. SurviveAI: Long Term Survival Prediction of Cancer Patients Based on Somatic RNA-Seq Expression. Cancer Inform 2022; 21:11769351221127875. [PMID: 36225330 PMCID: PMC9549197 DOI: 10.1177/11769351221127875] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Accepted: 09/05/2022] [Indexed: 11/13/2022] Open
Abstract
Motivation Prediction of cancer outcome is a major challenge in oncology and is essential for treatment planning. Repositories such as The Cancer Genome Atlas (TCGA) contain vast amounts of data for many types of cancers. Our goal was to create reliable prediction models using TCGA data and validate them using an external dataset. Results For 16 TCGA cancer type cohorts we have optimized a Random Forest prediction model using parameter grid search followed by a backward feature elimination loop for dimensions reduction. For each feature that was removed, the model was retrained and the area under the curve of the receiver operating characteristic (AUC-ROC) was calculated using test data. Five prediction models gave AUC-ROC bigger than 80%. We used Clinical Proteomic Tumor Analysis Consortium v3 (CPTAC3) data for validation. The most enriched pathways for the top models were those involved in basic functions related to tumorigenesis and organ development. Enrichment for 2 prediction models of the TCGA-KIRP cohort was explored, one with 42 genes (AUC-ROC = 0.86) the other is composed of 300 genes (AUC-ROC = 0.85). The most enriched networks for both models share only 5 network nodes: DMBT1, IL11, HOXB6, TRIB3, PIM1. These genes play a significant role in renal cancer and might be used for prognosis prediction and as candidate therapeutic targets. Availability And Implementation The prediction models were created and tested using Python SciKit-Learn package. They are freely accessible via a friendly web interface we called surviveAI at https://tinyurl.com/surviveai.
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Affiliation(s)
- Omri Nayshool
- Bioinformatics Unit, Sheba Cancer
Research Center and Wohl Institute for Translational Medicine, Sheba Medical Center,
Tel HaShomer, Israel,Human Molecular Genetics and
Biochemistry, Sackler School of Medicine, Tel Aviv University, Israel,Omri Nayshool, Sheba Cancer Research
Center, Sheba Medical Center, Tel HaShomer, Derech Sheba 2, Ramat Gan 52621,
Israel.
| | - Nitzan Kol
- Bioinformatics Unit, Sheba Cancer
Research Center and Wohl Institute for Translational Medicine, Sheba Medical Center,
Tel HaShomer, Israel
| | - Elisheva Javaski
- Bioinformatics Unit, Sheba Cancer
Research Center and Wohl Institute for Translational Medicine, Sheba Medical Center,
Tel HaShomer, Israel
| | - Ninette Amariglio
- Bioinformatics Unit, Sheba Cancer
Research Center and Wohl Institute for Translational Medicine, Sheba Medical Center,
Tel HaShomer, Israel
| | - Gideon Rechavi
- Bioinformatics Unit, Sheba Cancer
Research Center and Wohl Institute for Translational Medicine, Sheba Medical Center,
Tel HaShomer, Israel,Human Molecular Genetics and
Biochemistry, Sackler School of Medicine, Tel Aviv University, Israel
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Wu XQ, Tian X, Xu FJ, Wang Y, Xu WH, Su JQ, Qu YY, Zhao JY, Zhang HL, Ye DW. Increased expression of tribbles homolog 3 predicts poor prognosis and correlates with tumor immunity in clear cell renal cell carcinoma: a bioinformatics study. Bioengineered 2022; 13:14000-14012. [PMID: 35726370 PMCID: PMC9275882 DOI: 10.1080/21655979.2022.2086380] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Tribbles homolog 3 (TRIB3), a pseudokinase that regulates multiple intracellular signaling pathways, has been reported to promote the growth of multiple tumors. However, its role in clear cell renal cell carcinoma (ccRCC) remains unelucidated. We evaluated the role of TRIB3 in ccRCC using publicly available data from The Cancer Genome Atlas and analyzed its relationship with the tumor microenvironment; moreover, we used gene knockout and overexpression techniques to detect the effects of TRIB3 on the biological behavior of ccRCC cells. RT-qPCR and western blotting were used to detect transfection efficiency, and the invasiveness of ccRCC cells was determined by Transwell migration assays. We found that TRIB3 overexpression was significantly associated with increased grade, stage, and distant metastasis, positively correlated with ccRCC invasiveness, and also an independent risk factor for overall survival (OS). In addition, 361 differentially expressed genes (DEGs) related to TRIB3 were identified. Functional enrichment analysis showed that DEGs were mainly enriched in humoral immune responses, collagen-containing extracellular matrix, and serine hydrolase activity. Immune landscape characterization revealed that TRIB3 expression was significantly and negatively associated with CD8+ T and hematopoietic stem cells, whereas it was positively associated with NK T and macrophage M1 cells. Single-cell sequencing showed that localization and binding targets of TRIB3 mainly involved monocytes/macrophages and CD4+ and CD8+ T cells. Overall, our study revealed that elevated TRIB3 expression represents a promising prognostic marker for ccRCC patients and may play a key role in tumor microenvironment modulation.
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Affiliation(s)
- Xin-Qiang Wu
- Department of Urology, Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Fudan University, Shanghai, China.,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China
| | - Xi Tian
- Department of Urology, Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Fudan University, Shanghai, China.,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China
| | - Fu-Jiang Xu
- Department of Urology, Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Fudan University, Shanghai, China
| | - Yue Wang
- Department of Urology, Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Fudan University, Shanghai, China.,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China
| | - Wen-Hao Xu
- Department of Urology, Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Fudan University, Shanghai, China.,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China
| | - Jia-Qi Su
- Department of Urology, Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Fudan University, Shanghai, China.,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China
| | - Yuan-Yuan Qu
- Department of Urology, Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Fudan University, Shanghai, China.,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China
| | - Jian-Yuan Zhao
- Key Laboratory of Children's Environmental Health, Xinhua Hospital, Shanghai Jiao Tong University School of MedicineInstitute for Developmental and Regenerative Cardiovascular Medicine, MOE-Shanghai, Shanghai, China
| | - Hai-Liang Zhang
- Department of Urology, Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Fudan University, Shanghai, China.,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China
| | - Ding-Wei Ye
- Department of Urology, Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Fudan University, Shanghai, China.,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China
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11
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Bioinformatics Methods Reveal the Biomarkers and the miRNA-mRNA Network in Hepatocellular Carcinoma. JOURNAL OF HEALTHCARE ENGINEERING 2022; 2022:9963096. [PMID: 35340237 PMCID: PMC8942659 DOI: 10.1155/2022/9963096] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/17/2022] [Revised: 02/11/2022] [Accepted: 02/14/2022] [Indexed: 02/07/2023]
Abstract
Hepatocellular carcinoma (HCC) has threatened the health of humans, and few therapeutic strategies can completely uproot this illness. Bioinformatics methods have been widely used for investigating the pathological mechanisms of disease. In this study, datasets including GSE20077 and GSE108724, obtained from the Gene Expression Omnibus (GEO) database, were used for investigating the biomarker and molecular mechanism of HCC. The differentially expressed genes (DEGs) in the datasets were identified, and the targets of the miRNAs were searched in the miRDIP and miRNET databases. Enrichment analysis was performed for delving the molecular mechanism of DEGs, and protein-protein interaction (PPI) networks and miRNA-mRNA networks were used to reveal the hub nodes and the related interaction relationships. Moreover, the expression and diagnostic values of hub nodes were analyzed with the GEPIA2 database. The results showed that 53 upregulated miRNAs and 48 downregulated miRNAs were found in GSE20077, and 55 upregulated miRNAs and 69 downregulated miRNAs were found in GSE108724. Moreover, seven common miRNAs including miR-146b-5p, miR-338-3p, miR-375, miR-502-3p, miR-532-3p, miR-532-5p, and miR-557 were found in the datasets. The targets of the common miRNAs were related with the P53, HIF1, Wnt, and NF-κB pathways. Besides, YWHAZ and CDC42 were identified as the hub nodes and served as the downstream targets of miR-375-3p. The GEPIA2 database showed that YWHAZ and CDC42 were related with the survival rate of the patients. In conclusion, this study suggests that miR-375-3p functions as a tumor suppressor which could inhibit the progression of HCC via targeting YWHAZ and CDC42.
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12
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Zhou J, Che J, Xu L, Yang W, Li Y, Zhou W, Zou S. Enhancer of zeste homolog 2 promotes hepatocellular cancer progression and chemoresistance by enhancing protein kinase B activation through microRNA-381-mediated SET domain bifurcated 1. Bioengineered 2022; 13:5737-5755. [PMID: 35184652 PMCID: PMC8974146 DOI: 10.1080/21655979.2021.2023792] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Metastasis and chemoresistance are the leading causes of death in patients with hepatocellular carcinoma (HCC). microRNAs (miRNAs or miRs) may be useful as diagnostic, therapeutic and prognostic markers for HCC. In this study, we set out to investigate the possible role of miR-381 in HCC development and chemoresistance along with the related mechanism. Microarray-based gene expression profiling was carried out to analyze the expression of SET domain bifurcated 1 (SETDB1) and histone methyltransferase enhancer of zeste homolog 2 (EZH2) followed by validation in clinical HCC tissues and cells. The potential binding between miR-381 and SETDB1 was found and verified. Then, the role of SETDB1 in HCC in relation to miR-381 and protein kinase B (AKT) pathway was explored through gain- and loss-of-function approaches. After expression determination of EZH2, SETDB1, miR-381, and AKT pathway-related factors, their reactions were analyzed and their functional roles in HCC progression and chemoresistance were investigated in vitro and in vivo. SETDB1 was aberrantly upregulated in clinical HCC tissues and cells. This upregulation activated AKT pathway by promoting its tri-methylation on K64. SETDB1 promoted the proliferation, migration and chemoresistance through the AKT pathway in HCC cells. In a xenograft mouse model, SETDB1 promoted HCC cell tumorigenesis in vivo by activating the AKT pathway. Furthermore, EZH2 suppressed miR-381 by catalyzing the activity of H3K27me3 on its promoter region. In conclusion, EZH2 suppressed miR-381 expression by promoting H3K27me3 activity on its promoter region to facilitate SETDB1 expression, thereby activating the AKT pathway to promote hepatocarcinogenesis and chemoresistance.
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Affiliation(s)
- Jingyang Zhou
- Queen Mary School, Medical Department, Nanchang University, Nanchang, P.R. China
| | - Jinhui Che
- Department of Hepatobillary Surgery, The Affiliated Suzhou Science and Technology Town Hospital of Nanjing Medical University, Suzhou, P.R. China
| | - Lu Xu
- Department of Hepatobillary Surgery, The Affiliated Suzhou Science and Technology Town Hospital of Nanjing Medical University, Suzhou, P.R. China
| | - Weizhong Yang
- Department of Hepatobillary Surgery, The Affiliated Suzhou Science and Technology Town Hospital of Nanjing Medical University, Suzhou, P.R. China
| | - Yunmei Li
- Department of Hepatobillary Surgery, The Affiliated Suzhou Science and Technology Town Hospital of Nanjing Medical University, Suzhou, P.R. China
| | - Wuyuan Zhou
- Department of Hepatopancreatobillary Surgery, Xuzhou Cancer Hospital, Xuzhou, P.R. China
| | - Shubing Zou
- Department of Hepatopancreatobillary Surgery, The Second Affiliated Hospital of Nanchang University, Nanchang, P.R. China
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13
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Wang RQ, He FZ, Meng Q, Lin WJ, Dong JM, Yang HK, Yang Y, Zhao M, Qiu WT, Xin YJ, Zhou ZL. Tribbles pseudokinase 3 ( TRIB3) contributes to the progression of hepatocellular carcinoma by activating the mitogen-activated protein kinase pathway. ANNALS OF TRANSLATIONAL MEDICINE 2021; 9:1253. [PMID: 34532390 PMCID: PMC8421934 DOI: 10.21037/atm-21-2820] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Accepted: 08/05/2021] [Indexed: 11/06/2022]
Abstract
Background Tribble pseudokinase 3 (TRIB3) plays a key role in regulating the malignancy of many tumors. This study examined its function in cancer cells and explored the potential mechanisms of action. Methods The expression of TRIB3 was examined in hepatocellular carcinomas (HCCs) using The Cancer Genome Atlas (TCGA) database. A TRIB3 lentivirus with a flag label was constructed and transfected into Huh7 and Hep3B human hepatoma cell lines to generate cells that stably overexpress TRIB3. A small interfering RNA (siRNA) was designed to knockdown TRIB3 mRNA in HepG2 and Huh7. Cell viability and cell colony formation assays were conducted. Flow cytometry was performed to assess the cell cycle in cells overexpressing TRIB3. Western blotting were performed to examine the expression of (Mitogen-activated protein kinase, MAPKK) (MEK), phosphorylated-MEK (p-MEK), extracellular signal-regulated kinase (ERK), and p-MEK in cells with TRIB3 knockdown. The correlation between TRIB3 and SMARCD3 was assessed using co-immunoprecipitation assays and immunofluorescence. Results TRIB3 was significantly overexpressed in advanced grade HCC tissues and was closely correlated with poor prognosis. TRIB3 overexpression promoted the cell growth and cell cycle but had little effect on migration capabilities in Huh7 and Hep3B cells. Conversely, knockdown of TRIB3 had slow down the cell growth in Huh7 and HepG2 cells detected by CCK8 and colony formation assay. The expression of MEK and ERK at both the protein and mRNA levels were downregulated when TRIB3 was knocked down. The protein expression of p-ERK and p-MEK were also downregulated upon TRIB3 silencing. SMARCD3 is a transcript factor that is belongs to the SWI/SNF complex and has been shown to regulate many genes. Indeed, co-immunoprecipitation assays demonstrated that TRIB3 interacts with SMARCD3 in the nucleus, suggesting that it may regulate TRIB3 in HCCs. Conclusions This study demonstrated that TRIB3 promotes the malignancy of HCC cells and its expression may be a potential diagnostic biomarker for HCC progression.
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Affiliation(s)
- Rui-Qi Wang
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Fa-Zhong He
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Qian Meng
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Wei-Jie Lin
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Jia-Mei Dong
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Hai-Kui Yang
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Yang Yang
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Min Zhao
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Wen-Tao Qiu
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Yong-Jie Xin
- Zhuhai Interventional Medical Center, Zhuhai Precision Medical Center, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Zhi-Ling Zhou
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
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14
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Li D, Ji Y, Guo J, Guo Q. Upregulated expression of MTFR2 as a novel biomarker predicts poor prognosis in hepatocellular carcinoma by bioinformatics analysis. Future Oncol 2021; 17:3187-3201. [PMID: 34156259 DOI: 10.2217/fon-2020-1160] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Aim: The authors investigated the clinical role of MTFR2 in hepatocellular carcinoma (HCC) progression. Results: MTFR2 expression and methylation were abnormal in HCC tissues, and HCC patients with increased MTFR2 expression or methylation had poor or better overall survival, respectively. In addition, increased MTFR2 expression was correlated with age, grade, cancer stage and T stage. MTFR2 was an independent predictor of dismal prognosis in HCC patients. MTFR2 was involved in HCC progression by modulating the cell cycle, homologous recombination, DNA replication, p53 signaling pathway, etc. The ten hub genes were overexpressed in HCC tissues and were linked to cancer stage and dismal prognosis in HCC patients. Conclusion: MTFR2 could be a prospective biomarker of poor prognosis in individuals with HCC.
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Affiliation(s)
- Dan Li
- Department of Thoracic Surgery, Taihe Hospital, Hubei University of Medicine, Shiyan, Hubei, 442000, China.,Department of Oncology, Huanggang Central Hospital, Huanggang, Hubei, 435300, China
| | - YanMei Ji
- Department of Critical Care Medicine, Taihe Hospital, Hubei University of Medicine, Shiyan, Hubei, 442000, China
| | - JiaLong Guo
- Department of Thoracic Surgery, Taihe Hospital, Hubei University of Medicine, Shiyan, Hubei, 442000, China
| | - Qiang Guo
- Department of Thoracic Surgery, Taihe Hospital, Hubei University of Medicine, Shiyan, Hubei, 442000, China.,Department of Thoracic Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science & Technology, Wuhan, Hubei, 430030, China
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15
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Ferreira BI, Santos B, Link W, De Sousa-Coelho AL. Tribbles Pseudokinases in Colorectal Cancer. Cancers (Basel) 2021; 13:cancers13112825. [PMID: 34198908 PMCID: PMC8201230 DOI: 10.3390/cancers13112825] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2021] [Revised: 05/29/2021] [Accepted: 05/31/2021] [Indexed: 12/18/2022] Open
Abstract
The Tribbles family of pseudokinases controls a wide number of processes during cancer on-set and progression. However, the exact contribution of each of the three family members is still to be defined. Their function appears to be context-dependent as they can act as oncogenes or tumor suppressor genes. They act as scaffolds modulating the activity of several signaling pathways involved in different cellular processes. In this review, we discuss the state-of-knowledge for TRIB1, TRIB2 and TRIB3 in the development and progression of colorectal cancer. We take a perspective look at the role of Tribbles proteins as potential biomarkers and therapeutic targets. Specifically, we chronologically systematized all available articles since 2003 until 2020, for which Tribbles were associated with colorectal cancer human samples or cell lines. Herein, we discuss: (1) Tribbles amplification and overexpression; (2) the clinical significance of Tribbles overexpression; (3) upstream Tribbles gene and protein expression regulation; (4) Tribbles pharmacological modulation; (5) genetic modulation of Tribbles; and (6) downstream mechanisms regulated by Tribbles; establishing a comprehensive timeline, essential to better consolidate the current knowledge of Tribbles' role in colorectal cancer.
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Affiliation(s)
- Bibiana I. Ferreira
- Centre for Biomedical Research (CBMR), Campus of Gambelas, Universidade do Algarve, 8005-139 Faro, Portugal; (B.I.F.); (B.S.)
- Algarve Biomedical Center (ABC), Campus de Gambelas, Universidade do Algarve, 8005-139 Faro, Portugal
- Faculdade de Medicina e Ciências Biomédicas (FMCB), Campus de Gambelas, Universidade do Algarve, 8005-139 Faro, Portugal
| | - Bruno Santos
- Centre for Biomedical Research (CBMR), Campus of Gambelas, Universidade do Algarve, 8005-139 Faro, Portugal; (B.I.F.); (B.S.)
- Algarve Biomedical Center (ABC), Campus de Gambelas, Universidade do Algarve, 8005-139 Faro, Portugal
- Serviço de Anatomia Patológica, Centro Hospital Universitário do Algarve (CHUA), 8000-386 Faro, Portugal
| | - Wolfgang Link
- Instituto de Investigaciones Biomédicas “Alberto Sols” (CSIC-UAM), Arturo Duperier 4, 28029 Madrid, Spain
- Correspondence: (W.L.); (A.L.D.S.-C.)
| | - Ana Luísa De Sousa-Coelho
- Centre for Biomedical Research (CBMR), Campus of Gambelas, Universidade do Algarve, 8005-139 Faro, Portugal; (B.I.F.); (B.S.)
- Algarve Biomedical Center (ABC), Campus de Gambelas, Universidade do Algarve, 8005-139 Faro, Portugal
- Escola Superior de Saúde (ESS), Campus de Gambelas, Universidade do Algarve, 8005-139 Faro, Portugal
- Correspondence: (W.L.); (A.L.D.S.-C.)
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16
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Control of Cell Growth and Proliferation by the Tribbles Pseudokinase: Lessons from Drosophila. Cancers (Basel) 2021; 13:cancers13040883. [PMID: 33672471 PMCID: PMC7923445 DOI: 10.3390/cancers13040883] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2021] [Revised: 02/09/2021] [Accepted: 02/14/2021] [Indexed: 12/13/2022] Open
Abstract
Simple Summary Tribbles pseudokinases represent a sub-branch of the CAMK (Ca2+/calmodulin-dependent protein kinase) subfamily and are associated with disease-associated signaling pathways associated with various cancers, including melanoma, lung, liver, and acute leukemia. The ability of this class of molecules to regulate cell proliferation was first recognized in the model organism Drosophila and the fruit fly genetic model and continues to provide insight into the molecular mechanism by which this family of adapter molecules regulates both normal development and disease associated with corruption of their proper regulation and function. Abstract The Tribbles (Trib) family of pseudokinase proteins regulate cell growth, proliferation, and differentiation during normal development and in response to environmental stress. Mutations in human Trib isoforms (Trib1, 2, and 3) have been associated with metabolic disease and linked to leukemia and the formation of solid tumors, including melanomas, hepatomas, and lung cancers. Drosophila Tribbles (Trbl) was the first identified member of this sub-family of pseudokinases and shares a conserved structure and similar functions to bind and direct the degradation of key mediators of cell growth and proliferation. Common Trib targets include Akt kinase (also known as protein kinase B), C/EBP (CAAT/enhancer binding protein) transcription factors, and Cdc25 phosphatases, leading to the notion that Trib family members stand athwart multiple pathways modulating their growth-promoting activities. Recent work using the Drosophila model has provided important insights into novel facets of conserved Tribbles functions in stem cell quiescence, tissue regeneration, metabolism connected to insulin signaling, and tumor formation linked to the Hippo signaling pathway. Here we highlight some of these recent studies and discuss their implications for understanding the complex roles Tribs play in cancers and disease pathologies.
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17
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A model of seven immune checkpoint-related genes predicting overall survival for head and neck squamous cell carcinoma. Eur Arch Otorhinolaryngol 2021; 278:3467-3477. [PMID: 33449165 DOI: 10.1007/s00405-020-06540-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Accepted: 11/30/2020] [Indexed: 12/22/2022]
Abstract
BACKGROUND Head and neck squamous cell carcinoma (HNSCC) is a heterogeneous disease characterized by different molecular subtypes with different prognosis and response to treatment. Therefore, the aim of this study was to construct reliable gene signatures based on immune checkpoint-related genes to distinguish between subgroups of patients with different risks. METHODS We obtained the HNSCC data from The Cancer Genome Atlas (TCGA) database and Gene Expression Omnibus (GEO) as a training set and the external validation set, respectively. First, differentially expressed immune checkpoint-related genes in tumor tissues and normal tissues were determined, and the potential functions of differential genes were explored through GO function annotation and KEGG pathway enrichment analysis. Using univariate Cox regression analysis, 20 immune checkpoint-related genes in HNSCC patients were significantly associated with overall survival (OS). Subsequently, seven genes were selected by multivariate Cox regression analysis to create a gene signature. Next, the stability of gene signatures was assessed using Kaplan-Meier curve, Time-dependent receiver operating characteristic (ROC) curve. Finally, we constructed a nomogram visualization modelled to facilitate subsequent clinical applications. RESULTS A total of 80 differentially expressed genes (DEGs) were obtained, the GO analysis of these DEGs indicated that they were significantly enriched in positive regulation of cell activation, T cell activation; the KEGG analysis results performed and showed that the DEGs were enriched in the MAPK signaling pathway, PI3K - Akt signaling pathway. 7 genes (PPP2R1B, MYD88, CD86, CD80, MAP2K1, TRIB3 and ICOS) were screened by univariate and multivariate Cox regression, and they were used to construct a prognostic model. In the TCGA and GEO datasets, Kaplan-Meier analysis indicated that patients in the high-risk group have a poor prognosis. The sensitivity and specificity evaluation of prognostic model for 1-, 3-, 5-year OS in TCGA were 0.644, 0.661 and 0.625, respectively; and in GSE41613 were 0.748, 0.719, and 0.727, respectively. The calibration chart curve showed that the nomogram has strong clinical performance in the prognosis prediction of HNSCC patients. CONCLUSIONS A novel immune checkpoint-related gene signature can effectively predict and stratify OS in HNSCC patients.
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18
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Xing Y, Luo P, Hu R, Wang D, Zhou G, Jiang J. TRIB3 Promotes Lung Adenocarcinoma Progression via an Enhanced Warburg Effect. Cancer Manag Res 2020; 12:13195-13206. [PMID: 33380827 PMCID: PMC7767749 DOI: 10.2147/cmar.s287956] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2020] [Accepted: 12/10/2020] [Indexed: 02/05/2023] Open
Abstract
Background The pseudokinase Tribbles 3 (TRIB3) is involved in many cellular processes and various cancers. In recent years, the importance of metabolic transformation in the maintenance of malignant tumors has become increasingly prominent. Abnormal metabolism of cancer cells is considered a hallmark of cancer. However, the exact role and molecular mechanism of TRIB3 in lung adenocarcinoma (LUAD) cell reprogramming is largely unknown. Methods The oxygen consumption rate (OCR) and extracellular acidification rate (ECAR) of cells were examined with a Seahorse XF Extracellular Flux Analyzer. In vitro and in vivo RT-qPCR, Western blotting, and functional assays were performed to explore the functional roles of TRIB3 in LUAD. Results In the present study, we demonstrated that TRIB3 is remarkably upregulated in LUAD cell lines as well as tissues. TRIB3 knockdown significantly inhibited LUAD cell growth and suppressed LUAD cell invasion, while TRIB3 overexpression conferred the opposite effects. Moreover, silencing TRIB3 suppressed the tumorigenesis and metastatic ability of LUAD cells. Mechanistically, we demonstrated that silencing TRIB3 significantly impaired aerobic glycolysis ability in LUAD cells. Furthermore, our data indicated that TRIB3 knockdown decreased hypoxia-inducible factor (HIF)1α levels and targeted the glycolytic genes regulated by HIF1α. Conclusion Together, our findings revealed a previously unappreciated function of TRIB3 in cancer cell metabolism and tumor progression, illustrating that TRIB3 could be considered a valuable therapeutic target for LUAD patients.
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Affiliation(s)
- Yutong Xing
- Department of Cardiothoracic Surgery, The Fifth Hospital of Xiamen, Xiamen, People's Republic of China.,Department of Cardiothoracic Surgery, The First Affiliated Hospital of Jiamusi University, Jiamusi, People's Republic of China
| | - Peng Luo
- Department of Cardiothoracic Surgery, The First Affiliated Hospital of Jiamusi University, Jiamusi, People's Republic of China
| | - Rui Hu
- Department of Cardiothoracic Surgery, The Fifth Hospital of Xiamen, Xiamen, People's Republic of China
| | - Duanduan Wang
- Department of Cardiothoracic Surgery, The Fifth Hospital of Xiamen, Xiamen, People's Republic of China
| | - Gang Zhou
- Department of Cardiothoracic Surgery, The First Affiliated Hospital of Jiamusi University, Jiamusi, People's Republic of China
| | - Jie Jiang
- Department of Thoracic Surgery, The First Affiliated Hospital of Xiamen University, Xiamen, People's Republic of China
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