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Aghayousefi R, Hosseiniyan Khatibi SM, Zununi Vahed S, Bastami M, Pirmoradi S, Teshnehlab M. A diagnostic miRNA panel to detect recurrence of ovarian cancer through artificial intelligence approaches. J Cancer Res Clin Oncol 2023; 149:325-341. [PMID: 36378340 DOI: 10.1007/s00432-022-04468-2] [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: 09/28/2022] [Accepted: 11/06/2022] [Indexed: 11/17/2022]
Abstract
BACKGROUND Ovarian Cancer (OC) is the deadliest gynecology malignancy, whose high recurrence rate in OC patients is a challenging object. Therefore, having deep insights into the genetic and molecular mechanisms of OC recurrence can improve the target therapeutic procedures. This study aimed to discover crucial miRNAs for the detection of tumor recurrence in OC by artificial intelligence approaches. METHOD Through the ANOVA feature selection method, we selected 100 candidate miRNAs among 588 miRNAs. For their classification, a deep-learning model was employed to validate the significance of the candidate miRNAs. The accuracy, F1-score (high-risk), and AUC-ROC of classification test data based on the 100 miRNAs were 73%, 0.81, and 0.65, respectively. Association rule mining was used to discover hidden relations among the selected miRNAs. RESULT Five miRNAs, including miR-1914, miR-203, miR-135a-2, miR-149, and miR-9-1, were identified as the most frequent items among high-risk association rules. The identified miRNAs may target genes/proteins involved in epithelial-mesenchymal transition (EMT), resistance to therapy, and cancer stem cells; being responsible for the heterogeneity and plasticity of the tumor. Our conclusion presents mir-1914 as the significant candidate miRNA and the most frequent item. Current knowledge indicates that the dysregulated miR-1914 may function as a tumor suppressor or oncogene in the development of cancer. CONCLUSION These candidate miRNAs can be considered a powerful tool in the diagnosis of OC recurrence. We hypothesize that mir-1914 might open a new line of research in the realm of managing the recurrence of OC and could be a significant factor in triggering OC recurrence.
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Affiliation(s)
- Reyhaneh Aghayousefi
- Department of Electrical Engineering, K.N. Toosi University of Technology, Tehran, Iran
| | - Seyed Mahdi Hosseiniyan Khatibi
- Clinical Research Development Unit of Tabriz Valiasr Hospital, Tabriz University of Medical Sciences, Tabriz, Iran.,Rahat Breath and Sleep Research Center, Tabriz University of Medical Sciences, Tabriz, Iran.,Kidney Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | | | - Milad Bastami
- Non-Communicable Diseases Research Center, Fasa University of Medical Sciences, Fasa, Iran
| | - Saeed Pirmoradi
- Clinical Research Development Unit of Tabriz Valiasr Hospital, Tabriz University of Medical Sciences, Tabriz, Iran.
| | - Mohammad Teshnehlab
- Department of Electrical Engineering, K.N. Toosi University of Technology, Tehran, Iran.
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Abdullah TM, Whatmore J, Bremer E, Slibinskas R, Michalak M, Eggleton P. Endoplasmic reticulum stress-induced release and binding of calreticulin from human ovarian cancer cells. Cancer Immunol Immunother 2021; 71:1655-1669. [PMID: 34800147 PMCID: PMC9188521 DOI: 10.1007/s00262-021-03072-6] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Accepted: 09/27/2021] [Indexed: 11/03/2022]
Abstract
BACKGROUND Calreticulin (CRT) is an endoplasmic reticulum (ER) chaperone, but can appear surface bound on cancers cells, including ovarian cancers (OC). We investigated at what stage of cell viability, CRT appeared associated with surface of human OC cells. CRT on pre-apoptotic tumour cells is thought to initiate their eradication via a process termed immunogenic cell death (ICD). METHODS We treated OC cells with the chemotherapeutic-doxorubicin (DX) known to induce translocation of CRT to some tumour cell surfaces, with and without the ER stressor-thapsigargin (TG)-and/or an ER stress inhibitor-TUDCA. We monitored translocation/release of CRT in pre-apoptotic cells by flow cytometry, immunoblotting and ELISA. We investigated the difference in binding of FITC-CRT to pre-apoptotic, apoptotic and necrotic cells and the ability of extracellular CRT to generate immature dendritic cells from THP-1 monocytes. RESULTS Dx-treatment increased endogenously released CRT and extracellular FITC_CRT binding to human pre-apoptotic OC cells. DX and TG also promoted cell death in OC cells which also increased CRT release. These cellular responses were significantly inhibited by TUDCA, suggesting that ER stress is partially responsible for the changes in CRT cellular distribution. Extracellular CRT induces maturation of THP-1 towards a imDC phenotype, an important component of ICD. CONCLUSION Collectively, these cellular responses suggest that ER stress is partially responsible for the changes in CRT cellular distribution. ER-stress regulates in part the release and binding of CRT to human OC cells where it may play a role in ICD.
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Affiliation(s)
- Trefa M Abdullah
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Exeter, UK.,College of Pharmacy, Department Biochemistry and Clinical Chemistry, University of Sulaimani, Iraqi Kurdistan Region, Sulaimani, Iraq
| | - Jacqueline Whatmore
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Exeter, UK.
| | - Edwin Bremer
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Exeter, UK.,Department of Experimental Hematology, Section Immunohematology, Cancer Research Center Groningen (CRCG), University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Rimantas Slibinskas
- Department of Eukaryote Gene Engineering, Institute of Biotechnology, Life Sciences Center, Vilnius University, Sauletekio ave. 7, 10257, Vilnius, Lithuania
| | - Marek Michalak
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Exeter, UK.,Department of Biochemistry, University of Alberta, Edmonton, AB, T6G 2H7, Canada
| | - Paul Eggleton
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Exeter, UK.,Revolo Biotherapeutics, New Orleans, LA, 70130, USA
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Peixoto A, Ferreira D, Azevedo R, Freitas R, Fernandes E, Relvas-Santos M, Gaiteiro C, Soares J, Cotton S, Teixeira B, Paulo P, Lima L, Palmeira C, Martins G, Oliveira MJ, Silva AMN, Santos LL, Ferreira JA. Glycoproteomics identifies HOMER3 as a potentially targetable biomarker triggered by hypoxia and glucose deprivation in bladder cancer. JOURNAL OF EXPERIMENTAL & CLINICAL CANCER RESEARCH : CR 2021; 40:191. [PMID: 34108014 PMCID: PMC8188679 DOI: 10.1186/s13046-021-01988-6] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Accepted: 05/17/2021] [Indexed: 01/11/2023]
Abstract
BACKGROUND Muscle invasive bladder cancer (MIBC) remains amongst the deadliest genitourinary malignancies due to treatment failure and extensive molecular heterogeneity, delaying effective targeted therapeutics. Hypoxia and nutrient deprivation, oversialylation and O-glycans shortening are salient features of aggressive tumours, creating cell surface glycoproteome fingerprints with theranostics potential. METHODS A glycomics guided glycoproteomics workflow was employed to identify potentially targetable biomarkers using invasive bladder cancer cell models. The 5637 and T24 cells O-glycome was characterized by mass spectrometry (MS), and the obtained information was used to guide glycoproteomics experiments, combining sialidase, lectin affinity and bottom-up protein identification by nanoLC-ESI-MS/MS. Data was curated by a bioinformatics approach developed in-house, sorting clinically relevant molecular signatures based on Human Protein Atlas insights. Top-ranked targets and glycoforms were validated in cell models, bladder tumours and metastases by MS and immunoassays. Cells grown under hypoxia and glucose deprivation disclosed the contribution of tumour microenvironment to the expression of relevant biomarkers. Cancer-specificity was validated in healthy tissues by immunohistochemistry and MS in 20 types of tissues/cells of different individuals. RESULTS Sialylated T (ST) antigens were found to be the most abundant glycans in cell lines and over 900 glycoproteins were identified potentially carrying these glycans. HOMER3, typically a cytosolic protein, emerged as a top-ranked targetable glycoprotein at the cell surface carrying short-chain O-glycans. Plasma membrane HOMER3 was observed in more aggressive primary tumours and distant metastases, being an independent predictor of worst prognosis. This phenotype was triggered by nutrient deprivation and concomitant to increased cellular invasion. T24 HOMER3 knockdown significantly decreased proliferation and, to some extent, invasion in normoxia and hypoxia; whereas HOMER3 knock-in increased its membrane expression, which was more pronounced under glucose deprivation. HOMER3 overexpression was associated with increased cell proliferation in normoxia and potentiated invasion under hypoxia. Finally, the mapping of HOMER3-glycosites by EThcD-MS/MS in bladder tumours revealed potentially targetable domains not detected in healthy tissues. CONCLUSION HOMER3-glycoforms allow the identification of patients' subsets facing worst prognosis, holding potential to address more aggressive hypoxic cells with limited off-target effects. The molecular rationale for identifying novel bladder cancer molecular targets has been established.
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Affiliation(s)
- Andreia Peixoto
- Experimental Pathology and Therapeutics Group, Research Center (CI-IPOP), Portuguese Institute of Oncology, 4200-072, Porto, Portugal.,Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, 4050-313, Porto, Portugal.,Institute for Research and Innovation in Health (i3S), University of Porto, 4200-135, Porto, Portugal.,Institute for Biomedical Engineering (INEB), University of Porto, 4200-135, Porto, Portugal
| | - Dylan Ferreira
- Experimental Pathology and Therapeutics Group, Research Center (CI-IPOP), Portuguese Institute of Oncology, 4200-072, Porto, Portugal.,Institute for Research and Innovation in Health (i3S), University of Porto, 4200-135, Porto, Portugal.,Institute for Biomedical Engineering (INEB), University of Porto, 4200-135, Porto, Portugal
| | - Rita Azevedo
- Experimental Pathology and Therapeutics Group, Research Center (CI-IPOP), Portuguese Institute of Oncology, 4200-072, Porto, Portugal
| | - Rui Freitas
- Experimental Pathology and Therapeutics Group, Research Center (CI-IPOP), Portuguese Institute of Oncology, 4200-072, Porto, Portugal
| | - Elisabete Fernandes
- Experimental Pathology and Therapeutics Group, Research Center (CI-IPOP), Portuguese Institute of Oncology, 4200-072, Porto, Portugal.,Institute for Research and Innovation in Health (i3S), University of Porto, 4200-135, Porto, Portugal.,Institute for Biomedical Engineering (INEB), University of Porto, 4200-135, Porto, Portugal
| | - Marta Relvas-Santos
- Experimental Pathology and Therapeutics Group, Research Center (CI-IPOP), Portuguese Institute of Oncology, 4200-072, Porto, Portugal.,Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, 4050-313, Porto, Portugal.,Institute for Research and Innovation in Health (i3S), University of Porto, 4200-135, Porto, Portugal.,Institute for Biomedical Engineering (INEB), University of Porto, 4200-135, Porto, Portugal.,REQUIMTE-LAQV, Department of Chemistry and Biochemistry, Faculty of Sciences of the University of Porto, 4169-007, Porto, Portugal
| | - Cristiana Gaiteiro
- Experimental Pathology and Therapeutics Group, Research Center (CI-IPOP), Portuguese Institute of Oncology, 4200-072, Porto, Portugal.,Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, 4050-313, Porto, Portugal
| | - Janine Soares
- Experimental Pathology and Therapeutics Group, Research Center (CI-IPOP), Portuguese Institute of Oncology, 4200-072, Porto, Portugal.,Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, 4050-313, Porto, Portugal
| | - Sofia Cotton
- Experimental Pathology and Therapeutics Group, Research Center (CI-IPOP), Portuguese Institute of Oncology, 4200-072, Porto, Portugal.,Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, 4050-313, Porto, Portugal
| | - Beatriz Teixeira
- Experimental Pathology and Therapeutics Group, Research Center (CI-IPOP), Portuguese Institute of Oncology, 4200-072, Porto, Portugal
| | - Paula Paulo
- Cancer Genetics Group, Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO Porto), 4200-072, Porto, Portugal
| | - Luís Lima
- Experimental Pathology and Therapeutics Group, Research Center (CI-IPOP), Portuguese Institute of Oncology, 4200-072, Porto, Portugal
| | - Carlos Palmeira
- Experimental Pathology and Therapeutics Group, Research Center (CI-IPOP), Portuguese Institute of Oncology, 4200-072, Porto, Portugal.,Immunology Department, Portuguese Institute of Oncology of Porto, 4200-072, Porto, Portugal.,Health School of University Fernando Pessoa, 4249-004, Porto, Portugal
| | - Gabriela Martins
- Immunology Department, Portuguese Institute of Oncology of Porto, 4200-072, Porto, Portugal
| | - Maria José Oliveira
- Institute for Research and Innovation in Health (i3S), University of Porto, 4200-135, Porto, Portugal.,Institute for Biomedical Engineering (INEB), University of Porto, 4200-135, Porto, Portugal
| | - André M N Silva
- REQUIMTE-LAQV, Department of Chemistry and Biochemistry, Faculty of Sciences of the University of Porto, 4169-007, Porto, Portugal
| | - Lúcio Lara Santos
- Experimental Pathology and Therapeutics Group, Research Center (CI-IPOP), Portuguese Institute of Oncology, 4200-072, Porto, Portugal.,Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, 4050-313, Porto, Portugal.,Health School of University Fernando Pessoa, 4249-004, Porto, Portugal.,Department of Surgical Oncology, Portuguese Institute of Oncology, 4200-072, Porto, Portugal.,Porto Comprehensive Cancer Center (P.ccc), 4200-072, Porto, Portugal
| | - José Alexandre Ferreira
- Experimental Pathology and Therapeutics Group, Research Center (CI-IPOP), Portuguese Institute of Oncology, 4200-072, Porto, Portugal. .,Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, 4050-313, Porto, Portugal. .,Porto Comprehensive Cancer Center (P.ccc), 4200-072, Porto, Portugal.
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