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Tang N, Luo X, Ding Z, Shi Y, Cao X, Wu S. Single-Cell Multi-Dimensional data analysis reveals the role of ARL4C in driving rheumatoid arthritis progression and Macrophage polarization dynamics. Int Immunopharmacol 2024; 141:112987. [PMID: 39182267 DOI: 10.1016/j.intimp.2024.112987] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2024] [Revised: 08/03/2024] [Accepted: 08/18/2024] [Indexed: 08/27/2024]
Abstract
Rheumatoid arthritis (RA) is an enduring autoimmune inflammatory condition distinguished by continual joint inflammation, hyperplasia of the synovium, erosion of bone, and deterioration of cartilage.Fibroblast-like synoviocytes (FLSs) exhibiting "tumor-like" traits are central to this mechanism.ADP-ribosylation factor-like 4c (ARL4C) functions as a Ras-like small GTP-binding protein, significantly impacting tumor migration, invasion, and proliferation.However, it remains uncertain if ARL4C participates in the stimulation of RA FLSs exhibiting "tumor-like" features, thereby fostering the advancement of RA. In our investigation, we unveiled, for the inaugural instance, via the amalgamated scrutiny of single-cell RNA sequencing (scRNA-seq) and Bulk RNA sequencing (Bulk-seq) datasets, that activated fibroblast-like synoviocytes (FLSs) showcase high expression of ARL4C, and the ARL4C protein expression in FLSs derived from RA patients significantly surpasses that observed in individuals with osteoarthritis (OA) and traumatic injury (trauma).Silencing of the ARL4C gene markedly impeded the proliferation of RA FLSs by hindered the transition of cells from the G0/G1 phase to the S phase, and intensified cell apoptosis and diminished the migratory and invasive capabilities. Co-culture of ARL4C gene-silenced RA FLSs with monocytes/macrophages significantly inhibited the polarization of monocytes/macrophages toward M1 and the repolarization of M2 to M1.Furthermore, intra-articular injection of shARL4C significantly alleviated synovial inflammation and cartilage erosion in collagen-induced arthritis (CIA) rats. In conclusion, our discoveries propose that ARL4C assumes a central role in the synovial inflammation, cartilage degradation, and bone erosion associated with RA by triggering the PI3K/AKT and MAPK signaling pathways within RA FLSs.ARL4C holds promise as a prospective target for the development of pharmaceutical agents targeting FLSs, with the aim of addressing RA.
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Affiliation(s)
- Ning Tang
- Department of Orthopaedics, Third Xiangya Hospital, Central South University, Changsha, 410013, China
| | - Xin Luo
- Department of Orthopaedics, Third Xiangya Hospital, Central South University, Changsha, 410013, China
| | - Zhiyu Ding
- Department of Orthopaedics, Third Xiangya Hospital, Central South University, Changsha, 410013, China
| | - Yanbin Shi
- Department of Orthopaedics, Third Xiangya Hospital, Central South University, Changsha, 410013, China
| | - Xu Cao
- Department of Orthopaedics, Third Xiangya Hospital, Central South University, Changsha, 410013, China.
| | - Song Wu
- Department of Orthopaedics, Third Xiangya Hospital, Central South University, Changsha, 410013, China.
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Gao J, Ma G, Chen J, Gichovi B, Cao L, Liu Z, Chen L. The B3 gene family in Medicago truncatula: Genome-wide identification and the response to salt stress. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2024; 206:108260. [PMID: 38096733 DOI: 10.1016/j.plaphy.2023.108260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Revised: 11/08/2023] [Accepted: 12/03/2023] [Indexed: 02/15/2024]
Abstract
The B3 family genes constitute a pivotal group of transcription factors that assume diverse roles in the growth, development, and response to both biotic and abiotic stresses in plants. Medicago truncatula is a diploid plant with a relatively small genome, adopted as a model species for legumes genetics and functional genomic research. In this study, 173 B3 genes were identified in the M. truncatula genome, and classified into seven subgroups by phylogenetic analysis. Collinearity analysis revealed that 18 MtB3 gene pairs arose from segmented replication events. Analysis of expression patterns disclosed that 61 MtB3s exhibited a spectrum of expression profiles across various tissues and in the response to salt stress, indicating their potential involvement in salt stress signaling response. Among these genes, MtB3-53 exhibited tissue-specific differential expression and demonstrated a rapid response to salt stress induction. Overexpression of MtB3-53 gene in Arabidopsis improves salt stress tolerance by increasing plant biomass and chlorophyll content, while reducing leaf cell membrane damage. Moreover, salt treatment resulted in more up-regulation of AtABF1, AtABI3, AtHKT1, AtKIN1, AtNHX1, and AtRD29A in MtB3-53 transgenic Arabidopsis plants compared to the wild type, providing evidences that MtB3-53 enhances plant salt tolerance not only by modulating ion homeostasis but also by stimulating the production of antioxidants, which leads to the alleviation of cellular damage caused by salt stress. In conclusion, this study provides a fundamental basis for future investigations into the B3 gene family and its capacity to regulate plant responses to environmental stressors.
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Affiliation(s)
- Jing Gao
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, The Innovative Academy of Seed Design, Chinese Academy of Sciences, Wuhan, 430074, China; University of Chinese Academy of Sciences, Beijing, 100049, China; State Key Laboratory of Plant Diversity and Specialty Crops, Wuhan Botanical Garden, Chinese Academy of Science, Wuhan, 430074, China.
| | - Guangjing Ma
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, The Innovative Academy of Seed Design, Chinese Academy of Sciences, Wuhan, 430074, China; University of Chinese Academy of Sciences, Beijing, 100049, China; State Key Laboratory of Plant Diversity and Specialty Crops, Wuhan Botanical Garden, Chinese Academy of Science, Wuhan, 430074, China.
| | - Junjie Chen
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, The Innovative Academy of Seed Design, Chinese Academy of Sciences, Wuhan, 430074, China; State Key Laboratory of Plant Diversity and Specialty Crops, Wuhan Botanical Garden, Chinese Academy of Science, Wuhan, 430074, China.
| | - Bancy Gichovi
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, The Innovative Academy of Seed Design, Chinese Academy of Sciences, Wuhan, 430074, China; University of Chinese Academy of Sciences, Beijing, 100049, China; State Key Laboratory of Plant Diversity and Specialty Crops, Wuhan Botanical Garden, Chinese Academy of Science, Wuhan, 430074, China.
| | - Liwen Cao
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, The Innovative Academy of Seed Design, Chinese Academy of Sciences, Wuhan, 430074, China; Academician Workstation of Agricultural High-tech Industrial Area of the Yellow River Delta, National Center of Technology Innovation for Comprehensive Utilization of Saline-Alkali Land, Dongying, 257300, China; State Key Laboratory of Plant Diversity and Specialty Crops, Wuhan Botanical Garden, Chinese Academy of Science, Wuhan, 430074, China.
| | - Zhihao Liu
- Key Laboratory of Edible Wild Plants Conservation and Utilization, Hubei Normal University, Huangshi, 435002, China.
| | - Liang Chen
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, The Innovative Academy of Seed Design, Chinese Academy of Sciences, Wuhan, 430074, China; Academician Workstation of Agricultural High-tech Industrial Area of the Yellow River Delta, National Center of Technology Innovation for Comprehensive Utilization of Saline-Alkali Land, Dongying, 257300, China; State Key Laboratory of Plant Diversity and Specialty Crops, Wuhan Botanical Garden, Chinese Academy of Science, Wuhan, 430074, China.
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Fader KA, Gosink MM, Xia S, Lanz TA, Halsey C, Vaidya VS, Radi ZA. Thymic lymphoma detection in RORγ knockout mice using 5-hydroxymethylcytosine profiling of circulating cell-free DNA. Toxicol Appl Pharmacol 2023; 473:116582. [PMID: 37295732 DOI: 10.1016/j.taap.2023.116582] [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: 05/24/2023] [Accepted: 06/04/2023] [Indexed: 06/12/2023]
Abstract
A high incidence of thymic lymphoma has been noted in mice deficient of retinoid-related orphan receptor γ2 (RORγ2), which is required for differentiation of naïve CD4+ T cells into TH17 cells. Using a RORγ homozygous knockout (KO) mouse model of thymic lymphoma, we characterized this tumor progression and investigated the utility of 5-hydroxymethylcytosine (5hmC) signatures as a non-invasive circulating biomarker for early prediction of malignancy. No evidence for malignancy was noted in the wild-type mice, while primary thymic lymphoma with multi-organ metastasis was observed microscopically in 97% of the homozygous RORγ KO mice. The severity of thymic lymphoma was not age-dependent in the KO mice of 2 to 4 months old. Differential enrichment of 5hmC in thymic DNA and plasma cell-free DNA (cfDNA) was compared across different stages of tumor progression. Random forest modeling of plasma cfDNA achieved good predictivity (AUC = 0.74) in distinguishing early non-metastatic thymic lymphoma compared to cancer-free controls, while perfect predictivity was achieved with advanced multi-organ metastatic disease (AUC = 1.00). Lymphoid-specific genes involved in thymocyte selection during T cell development (Themis, Tox) were differentially enriched in both plasma and thymic tissue. This could help in differentiating thymic lymphoma from other tumors commonly detected in rodent carcinogenicity studies used in pharmaceutical drug development to inform human malignancy risk. Overall, these results provide a proof-of-concept for using circulating cfDNA profiles in rodent carcinogenicity studies for early risk assessment of novel pharmaceutical targets.
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Affiliation(s)
- Kelly A Fader
- Pfizer Worldwide Research, Development and Medical; Early Clinical Development; Groton, CT, USA.
| | - Mark M Gosink
- Boehringer Ingelheim Pharmaceuticals, Inc.; Ridgefield, CT, USA
| | - Shuhua Xia
- Pfizer Worldwide Research, Development and Medical; Drug Safety Research and Development; Groton, CT, USA
| | - Thomas A Lanz
- Pfizer Worldwide Research, Development and Medical; Drug Safety Research and Development; Groton, CT, USA
| | - Charles Halsey
- Pfizer Worldwide Research, Development and Medical; Drug Safety Research and Development; Groton, CT, USA
| | - Vishal S Vaidya
- Pfizer Worldwide Research, Development and Medical; Drug Safety Research and Development; Cambridge, MA, USA
| | - Zaher A Radi
- Pfizer Worldwide Research, Development and Medical; Drug Safety Research and Development; Cambridge, MA, USA
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Talukdar FR, Escobar Marcillo DI, Laskar RS, Novoloaca A, Cuenin C, Sbraccia P, Nisticò L, Guglielmi V, Gheit T, Tommasino M, Dogliotti E, Fortini P, Herceg Z. Bariatric surgery-induced weight loss and associated genome-wide DNA-methylation alterations in obese individuals. Clin Epigenetics 2022; 14:176. [PMID: 36528638 PMCID: PMC9759858 DOI: 10.1186/s13148-022-01401-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Accepted: 12/06/2022] [Indexed: 12/23/2022] Open
Abstract
BACKGROUND Obesity is a multifactorial and chronic condition of growing universal concern. It has recently been reported that bariatric surgery is a more successful treatment for severe obesity than other noninvasive interventions, resulting in rapid significant weight loss and associated chronic disease remission. The identification of distinct epigenetic patterns in patients who are obese or have metabolic imbalances has suggested a potential role for epigenetic alterations in causal or mediating pathways in the development of obesity-related pathologies. Specific changes in the epigenome (DNA methylome), associated with metabolic disorders, can be detected in the blood. We investigated whether such epigenetic changes are reversible after weight loss using genome-wide DNA methylome analysis of blood samples from individuals with severe obesity (mean BMI ~ 45) undergoing bariatric surgery. RESULTS Our analysis revealed 41 significant (Bonferroni p < 0.05) and 1169 (false discovery rate p < 0.05) suggestive differentially methylated positions (DMPs) associated with weight loss due to bariatric surgery. Among the 41 significant DMPs, 5 CpGs were replicated in an independent cohort of BMI-discordant monozygotic twins (the heavier twin underwent diet-induced weight loss). The effect sizes of these 5 CpGs were consistent across discovery and replication sets (p < 0.05). We also identified 192 differentially methylated regions (DMRs) among which SMAD6 and PFKFB3 genes were the top hypermethylated and hypomethylated regions, respectively. Pathway enrichment analysis of the DMR-associated genes showed that functional pathways related to immune function and type 1 diabetes were significant. Weight loss due to bariatric surgery also significantly decelerated epigenetic age 12 months after the intervention (mean = - 4.29; p = 0.02). CONCLUSIONS We identified weight loss-associated DNA-methylation alterations targeting immune and inflammatory gene pathways in blood samples from bariatric-surgery patients. The top hits were replicated in samples from an independent cohort of BMI-discordant monozygotic twins following a hypocaloric diet. Energy restriction and bariatric surgery thus share CpGs that may represent early indicators of response to the metabolic effects of weight loss. The analysis of bariatric surgery-associated DMRs suggests that epigenetic regulation of genes involved in endothelial and adipose tissue function is key in the pathophysiology of obesity.
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Affiliation(s)
- Fazlur Rahman Talukdar
- Epigenomics and Mechanisms Branch, International Agency for Research On Cancer (IARC), 150 Cours Albert Thomas, Lyon, France
| | - David Israel Escobar Marcillo
- Section of Mechanisms, Biomarkers and Models, Dept Environment and Health, Istituto Superiore Di Sanità, Viale Regina Elena, No. 299, 00161 Rome, Italy
- Obesity Center-Internal Medicine Unit, Department of Systems Medicine, University of Rome Tor Vergata, 00133 Rome, Italy
| | - Ruhina Shirin Laskar
- Nutrition and Metabolism Branch, International Agency for Research On Cancer (IARC), 150 Cours Albert Thomas, Lyon, France
| | - Alexei Novoloaca
- Epigenomics and Mechanisms Branch, International Agency for Research On Cancer (IARC), 150 Cours Albert Thomas, Lyon, France
| | - Cyrille Cuenin
- Epigenomics and Mechanisms Branch, International Agency for Research On Cancer (IARC), 150 Cours Albert Thomas, Lyon, France
| | - Paolo Sbraccia
- Obesity Center-Internal Medicine Unit, Department of Systems Medicine, University of Rome Tor Vergata, 00133 Rome, Italy
| | - Lorenza Nisticò
- Centre for Behavioral Sciences and Mental Health, Istituto Superiore Di Sanità, Viale Regina Elena, No. 299, 00161 Rome, Italy
| | - Valeria Guglielmi
- Obesity Center-Internal Medicine Unit, Department of Systems Medicine, University of Rome Tor Vergata, 00133 Rome, Italy
| | - Tarik Gheit
- Early Detection, Prevention, and Infections Branch, International Agency for Research On Cancer (IARC), 150 Cours Albert Thomas, Lyon, France
| | | | - Eugenia Dogliotti
- Section of Mechanisms, Biomarkers and Models, Dept Environment and Health, Istituto Superiore Di Sanità, Viale Regina Elena, No. 299, 00161 Rome, Italy
| | - Paola Fortini
- Section of Mechanisms, Biomarkers and Models, Dept Environment and Health, Istituto Superiore Di Sanità, Viale Regina Elena, No. 299, 00161 Rome, Italy
| | - Zdenko Herceg
- Epigenomics and Mechanisms Branch, International Agency for Research On Cancer (IARC), 150 Cours Albert Thomas, Lyon, France
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ARL11 correlates with the immunosuppression and poor prognosis in breast cancer: A comprehensive bioinformatics analysis of ARL family members. PLoS One 2022; 17:e0274757. [DOI: 10.1371/journal.pone.0274757] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Accepted: 09/05/2022] [Indexed: 11/13/2022] Open
Abstract
ADP-ribosylation factor-like protein (ARL) family members (ARLs) may regulate the malignant phenotypes of cancer cells. However, relevant studies on ARLs in breast cancer (BC) are limited. In this research, the expression profiles, genetic variations, and prognostic values of ARLs in BC have been systematically analyzed for the first time using various databases. We find that ARLs are significantly dysregulated in BC according to the TCGA database, which may result from DNA methylation and copy number alteration. Prognostic analysis suggests that ARL11 is the most significant prognostic indicator for BC, and higher ARL11 predicts worse clinical outcomes for BC patients. Further functional enrichment analysis demonstrates that ARL11 enhances the immunosuppression in BC, and dysregulation of ARL11 is significantly associated with immune infiltration in various types of cancer. Our results demonstrate the potential of ARL11 as an immune therapeutic target for BC.
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Boroń D, Zmarzły N, Wierzbik-Strońska M, Rosińczuk J, Mieszczański P, Grabarek BO. Recent Multiomics Approaches in Endometrial Cancer. Int J Mol Sci 2022; 23:ijms23031237. [PMID: 35163161 PMCID: PMC8836055 DOI: 10.3390/ijms23031237] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2021] [Revised: 01/10/2022] [Accepted: 01/21/2022] [Indexed: 02/06/2023] Open
Abstract
Endometrial cancer is the most common gynecological cancers in developed countries. Many of the mechanisms involved in its initiation and progression remain unclear. Analysis providing comprehensive data on the genome, transcriptome, proteome, and epigenome could help in selecting molecular markers and targets in endometrial cancer. Multiomics approaches can reveal disturbances in multiple biological systems, giving a broader picture of the problem. However, they provide a large amount of data that require processing and further integration prior to analysis. There are several repositories of multiomics datasets, including endometrial cancer data, as well as portals allowing multiomics data analysis and visualization, including Oncomine, UALCAN, LinkedOmics, and miRDB. Multiomics approaches have also been applied in endometrial cancer research in order to identify novel molecular markers and therapeutic targets. This review describes in detail the latest findings on multiomics approaches in endometrial cancer.
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Affiliation(s)
- Dariusz Boroń
- Department of Histology, Cytophysiology and Embryology, Faculty of Medicine, University of Technology in Katowice, 41-800 Zabrze, Poland; (N.Z.); (M.W.-S.)
- Department of Gynecology and Obstetrics with Gynecologic Oncology, Ludwik Rydygier Memorial Specialized Hospital, 31-826 Kraków, Poland
- Department of Gynecology and Obstetrics, Faculty of Medicine, University of Technology in Katowice, 41-800 Zabrze, Poland
- Correspondence: (D.B.); (B.O.G.)
| | - Nikola Zmarzły
- Department of Histology, Cytophysiology and Embryology, Faculty of Medicine, University of Technology in Katowice, 41-800 Zabrze, Poland; (N.Z.); (M.W.-S.)
| | - Magdalena Wierzbik-Strońska
- Department of Histology, Cytophysiology and Embryology, Faculty of Medicine, University of Technology in Katowice, 41-800 Zabrze, Poland; (N.Z.); (M.W.-S.)
| | - Joanna Rosińczuk
- Katedra Ošetrovatel’stva, Fakulta Zdravotníckych Odborov, Prešovská Univerzita v Prešove, Partizánska 1, 08001 Prešov, Slovakia;
- Department of Nervous System Diseases, Department of Clinical Nursing, Wroclaw Medical University, 50-367 Wroclaw, Poland
| | - Paweł Mieszczański
- Hospital of Ministry of Interior and Administration, 40-052 Katowice, Poland;
| | - Beniamin Oskar Grabarek
- Department of Histology, Cytophysiology and Embryology, Faculty of Medicine, University of Technology in Katowice, 41-800 Zabrze, Poland; (N.Z.); (M.W.-S.)
- Department of Gynecology and Obstetrics with Gynecologic Oncology, Ludwik Rydygier Memorial Specialized Hospital, 31-826 Kraków, Poland
- Department of Gynecology and Obstetrics, Faculty of Medicine, University of Technology in Katowice, 41-800 Zabrze, Poland
- Correspondence: (D.B.); (B.O.G.)
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Kothari C, Clemenceau A, Ouellette G, Ennour-Idrissi K, Michaud A, C.-Gaudreault R, Diorio C, Durocher F. TBC1D9: An Important Modulator of Tumorigenesis in Breast Cancer. Cancers (Basel) 2021; 13:3557. [PMID: 34298771 PMCID: PMC8304074 DOI: 10.3390/cancers13143557] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Revised: 07/05/2021] [Accepted: 07/12/2021] [Indexed: 01/02/2023] Open
Abstract
Triple-negative breast cancer (TNBC) is a major concern among the different subtypes of breast cancer (BC) due to the lack of effective treatment. In a previous study by our group aimed at understanding the difference between TNBC and non-TNBC tumors, we identified the gene TBC1 domain family member 9 (TBC1D9), the expression of which was lower in TNBC as compared to non-TNBC tumors. In the present study, analysis of TBC1D9 expression in TNBC (n = 58) and non-TNBC (n = 25) patient tumor samples validated that TBC1D9 expression can differentiate TNBC (low) from non-TNBC (high) samples and that expression of TBC1D9 was inversely correlated with grade and proliferative index. Moreover, we found that downregulation of the TBC1D9 gene decreases the proliferation marginally in non-TNBC and was associated with increased migratory and tumorigenic potential in both TNBC and luminal BC cell lines. This increase was mediated by the upregulation of ARL8A, ARL8B, PLK1, HIF1α, STAT3, and SPP1 expression in TBC1D9 knockdown cells. Our results suggest that TBC1D9 expression might limit tumor aggressiveness and that it has a differential expression in TNBC vs. non-TNBC tumors.
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Affiliation(s)
- Charu Kothari
- Département de Médecine Moléculaire, Faculté de Médecine, Université Laval, Québec City, QC G1T 1C2, Canada; (C.K.); (A.C.); (G.O.); (R.C.-G.)
- Centre de Recherche sur le Cancer, Centre de Recherche du CHU de Québec-Université Laval, Québec City, QC G1V 4G2, Canada; (K.E.-I.); (A.M.); (C.D.)
| | - Alisson Clemenceau
- Département de Médecine Moléculaire, Faculté de Médecine, Université Laval, Québec City, QC G1T 1C2, Canada; (C.K.); (A.C.); (G.O.); (R.C.-G.)
- Centre de Recherche sur le Cancer, Centre de Recherche du CHU de Québec-Université Laval, Québec City, QC G1V 4G2, Canada; (K.E.-I.); (A.M.); (C.D.)
| | - Geneviève Ouellette
- Département de Médecine Moléculaire, Faculté de Médecine, Université Laval, Québec City, QC G1T 1C2, Canada; (C.K.); (A.C.); (G.O.); (R.C.-G.)
- Centre de Recherche sur le Cancer, Centre de Recherche du CHU de Québec-Université Laval, Québec City, QC G1V 4G2, Canada; (K.E.-I.); (A.M.); (C.D.)
| | - Kaoutar Ennour-Idrissi
- Centre de Recherche sur le Cancer, Centre de Recherche du CHU de Québec-Université Laval, Québec City, QC G1V 4G2, Canada; (K.E.-I.); (A.M.); (C.D.)
- Département de Biologie Moléculaire, de Biochimie Médicale et de Pathologie, Faculté de Médecine, Université Laval, Québec City, QC G1T 1C2, Canada
- Département de Médecine Sociale et Préventive, Faculté de Médecine, Université Laval, Québec City, QC G1T 1C2, Canada
| | - Annick Michaud
- Centre de Recherche sur le Cancer, Centre de Recherche du CHU de Québec-Université Laval, Québec City, QC G1V 4G2, Canada; (K.E.-I.); (A.M.); (C.D.)
| | - René C.-Gaudreault
- Département de Médecine Moléculaire, Faculté de Médecine, Université Laval, Québec City, QC G1T 1C2, Canada; (C.K.); (A.C.); (G.O.); (R.C.-G.)
- Centre de Recherche sur le Cancer, Centre de Recherche du CHU de Québec-Université Laval, Québec City, QC G1V 4G2, Canada; (K.E.-I.); (A.M.); (C.D.)
- Laboratoire de Chimie Médicinale, l’Hôpital Saint-François d’Assise, Université Laval, Québec City, QC G1L 3L5, Canada
| | - Caroline Diorio
- Centre de Recherche sur le Cancer, Centre de Recherche du CHU de Québec-Université Laval, Québec City, QC G1V 4G2, Canada; (K.E.-I.); (A.M.); (C.D.)
- Département de Médecine Sociale et Préventive, Faculté de Médecine, Université Laval, Québec City, QC G1T 1C2, Canada
- Centre des Maladies du Sein, Hôpital du Saint-Sacrement, Québec City, QC G1S 4L8, Canada
| | - Francine Durocher
- Département de Médecine Moléculaire, Faculté de Médecine, Université Laval, Québec City, QC G1T 1C2, Canada; (C.K.); (A.C.); (G.O.); (R.C.-G.)
- Centre de Recherche sur le Cancer, Centre de Recherche du CHU de Québec-Université Laval, Québec City, QC G1V 4G2, Canada; (K.E.-I.); (A.M.); (C.D.)
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Bradfield A, Button L, Drury J, Green DC, Hill CJ, Hapangama DK. Investigating the Role of Telomere and Telomerase Associated Genes and Proteins in Endometrial Cancer. Methods Protoc 2020; 3:E63. [PMID: 32899298 PMCID: PMC7565490 DOI: 10.3390/mps3030063] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Revised: 08/24/2020] [Accepted: 08/30/2020] [Indexed: 12/16/2022] Open
Abstract
Endometrial cancer (EC) is the commonest gynaecological malignancy. Current prognostic markers are inadequate to accurately predict patient survival, necessitating novel prognostic markers, to improve treatment strategies. Telomerase has a unique role within the endometrium, whilst aberrant telomerase activity is a hallmark of many cancers. The aim of the current in silico study is to investigate the role of telomere and telomerase associated genes and proteins (TTAGPs) in EC to identify potential prognostic markers and therapeutic targets. Analysis of RNA-seq data from The Cancer Genome Atlas identified differentially expressed genes (DEGs) in EC (568 TTAGPs out of 3467) and ascertained DEGs associated with histological subtypes, higher grade endometrioid tumours and late stage EC. Functional analysis demonstrated that DEGs were predominantly involved in cell cycle regulation, while the survival analysis identified 69 DEGs associated with prognosis. The protein-protein interaction network constructed facilitated the identification of hub genes, enriched transcription factor binding sites and drugs that may target the network. Thus, our in silico methods distinguished many critical genes associated with telomere maintenance that were previously unknown to contribute to EC carcinogenesis and prognosis, including NOP56, WFS1, ANAPC4 and TUBB4A. Probing the prognostic and therapeutic utility of these novel TTAGP markers will form an exciting basis for future research.
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Affiliation(s)
- Alice Bradfield
- Department of Women’s and Children’s Health, University of Liverpool, Crown St, Liverpool L69 7ZX, UK; (A.B.); (J.D.); (C.J.H.)
| | - Lucy Button
- Faculty of Health and Life Sciences, University of Liverpool, Brownlow Hill, Liverpool L69 7ZX, UK;
| | - Josephine Drury
- Department of Women’s and Children’s Health, University of Liverpool, Crown St, Liverpool L69 7ZX, UK; (A.B.); (J.D.); (C.J.H.)
| | - Daniel C. Green
- Institute of Life Course and Medical Sciences, Faculty of Health and Life Sciences, University of Liverpool, Liverpool L7 8TX, UK;
| | - Christopher J. Hill
- Department of Women’s and Children’s Health, University of Liverpool, Crown St, Liverpool L69 7ZX, UK; (A.B.); (J.D.); (C.J.H.)
| | - Dharani K. Hapangama
- Department of Women’s and Children’s Health, University of Liverpool, Crown St, Liverpool L69 7ZX, UK; (A.B.); (J.D.); (C.J.H.)
- Liverpool Women’s NHS Foundation Trust, Member of Liverpool Health Partners, Liverpool L8 7SS, UK
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