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Pessôa R, de Souza DRV, Nukui Y, Pereira J, Fernandes LA, Marcusso RN, de Oliveira ACP, Casseb J, da Silva Duarte AJ, Sanabani SS. Small RNA Profiling in an HTLV-1-Infected Patient with Acute Adult T-Cell Leukemia-Lymphoma at Diagnosis and after Maintenance Therapy: A Case Study. Int J Mol Sci 2023; 24:10643. [PMID: 37445821 DOI: 10.3390/ijms241310643] [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: 06/01/2023] [Revised: 06/22/2023] [Accepted: 06/23/2023] [Indexed: 07/15/2023] Open
Abstract
Small RNAs (sRNAs) are epigenetic regulators of essential biological processes associated with the development and progression of leukemias, including adult T-cell leukemia/lymphoma (ATLL) caused by human T-cell lymphotropic virus type 1 (HTLV-1), an oncogenic human retrovirus originally discovered in a patient with adult T-cell leukemia/lymphoma. Here, we describe the sRNA profile of a 30-year-old woman with ATLL at the time of diagnosis and after maintenance therapy with the aim of correlating expression levels with response to therapy.
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Affiliation(s)
- Rodrigo Pessôa
- Postgraduate Program in Translational Medicine, Department of Medicine, Federal University of São Paulo (UNIFESP), São Paulo 04039-002, Brazil
| | - Daniela Raguer Valadão de Souza
- Postgraduate Program in Translational Medicine, Department of Medicine, Federal University of São Paulo (UNIFESP), São Paulo 04039-002, Brazil
| | - Youko Nukui
- Department of Hematology, Faculty of Medicine, University of São Paulo, São Paulo 05403-000, Brazil
| | - Juliana Pereira
- Department of Hematology, Faculty of Medicine, University of São Paulo, São Paulo 05403-000, Brazil
| | - Lorena Abreu Fernandes
- Postgraduate Program in Translational Medicine, Department of Medicine, Federal University of São Paulo (UNIFESP), São Paulo 04039-002, Brazil
| | - Rosa Nascimento Marcusso
- Department of Neurology, Emilio Ribas Institute of Infectious Diseases, São Paulo 01246-900, Brazil
| | | | - Jorge Casseb
- Laboratory of Medical Investigation LIM-56, Division of Dermatology, Medical School, University of São Paulo, São Paulo 05403-000, Brazil
| | - Alberto José da Silva Duarte
- Laboratory of Medical Investigation LIM-56, Division of Dermatology, Medical School, University of São Paulo, São Paulo 05403-000, Brazil
| | - Sabri Saeed Sanabani
- Laboratory of Medical Investigation LIM-56, Division of Dermatology, Medical School, University of São Paulo, São Paulo 05403-000, Brazil
- Laboratory of Medical Investigation Unit 03, Clinics Hospital, Faculty of Medicine, University of São Paulo, São Paulo 05403-000, Brazil
- Laboratory of Dermatology and Immunodeficiency, LIM56/03, Instituto de Medicina Tropical de São Paulo Faculdade de Medicina da Universidade de São Paulo, Av. Dr. Eneas de Carvalho Aguiar, 470 3° andar, São Paulo 05403-000, Brazil
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Saha Detroja T, Detroja R, Mukherjee S, Samson AO. Identifying Hub Genes Associated with Neoadjuvant Chemotherapy Resistance in Breast Cancer and Potential Drug Repurposing for the Development of Precision Medicine. Int J Mol Sci 2022; 23:ijms232012628. [PMID: 36293493 PMCID: PMC9603969 DOI: 10.3390/ijms232012628] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2022] [Revised: 10/12/2022] [Accepted: 10/18/2022] [Indexed: 11/25/2022] Open
Abstract
Breast cancer is the second leading cause of morbidity and mortality in women worldwide. Despite advancements in the clinical application of neoadjuvant chemotherapy (NAC), drug resistance remains a major concern hindering treatment efficacy. Thus, identifying the key genes involved in driving NAC resistance and targeting them with known potential FDA-approved drugs could be applied to advance the precision medicine strategy. With this aim, we performed an integrative bioinformatics study to identify the key genes associated with NAC resistance in breast cancer and then performed the drug repurposing to identify the potential drugs which could use in combination with NAC to overcome drug resistance. In this study, we used publicly available RNA-seq datasets from the samples of breast cancer patients sensitive and resistant to chemotherapy and identified a total of 1446 differentially expressed genes in NAC-resistant breast cancer patients. Next, we performed gene co-expression network analysis to identify significantly co-expressed gene modules, followed by MCC (Multiple Correlation Clustering) clustering algorithms and identified 33 key hub genes associated with NAC resistance. mRNA–miRNA network analysis highlighted the potential impact of these hub genes in altering the regulatory network in NAC-resistance breast cancer cells. Further, several hub genes were found to be significantly involved in the poor overall survival of breast cancer patients. Finally, we identified FDA-approved drugs which could be useful for potential drug repurposing against those hub genes. Altogether, our findings provide new insight into the molecular mechanisms of NAC resistance and pave the way for drug repurposing techniques and personalized treatment to overcome NAC resistance in breast cancer.
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Affiliation(s)
| | - Rajesh Detroja
- The Azrieli Faculty of Medicine, Bar-Ilan University, Safed 1311502, Israel
- Princess Margaret Cancer Center, University Health Network, Toronto, ON M5G 2C4, Canada
| | - Sumit Mukherjee
- Department of Computer Science, Ben-Gurion University, Beer-Sheva 8410501, Israel
- Correspondence: (S.M.); (A.O.S.)
| | - Abraham O. Samson
- The Azrieli Faculty of Medicine, Bar-Ilan University, Safed 1311502, Israel
- Correspondence: (S.M.); (A.O.S.)
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MicroRNAs and the Diagnosis of Childhood Acute Lymphoblastic Leukemia: Systematic Review, Meta-Analysis and Re-Analysis with Novel Small RNA-Seq Tools. Cancers (Basel) 2022; 14:cancers14163976. [PMID: 36010971 PMCID: PMC9406077 DOI: 10.3390/cancers14163976] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Revised: 08/14/2022] [Accepted: 08/15/2022] [Indexed: 11/17/2022] Open
Abstract
Simple Summary MicroRNAs (miRNAs) have been under the spotlight for the last three decades. These non-coding RNAs seem to be dynamic regulators of mRNA stability and translation, in addition to interfering with transcription. Circulating miRNAs play a critical role in cell-to-cell interplay; therefore, they can serve as disease biomarkers. Meta-analysis of published data revealed that the CC genotype of rs4938723 in pri-miR-34b/c and the TT genotype of rs543412 in miR-100 confer protection against acute lymphoblastic leukemia (ALL) in children. Reanalysis of small RNA-seq data with novel tools identified significantly overexpressed members of the miR-128, miR-181, miR-130 and miR-17 families and significantly lower expression of miR-30, miR-24-2 and miR143~145 clusters, miR-574 and miR-618 in pediatric T-ALL cases compared with controls. Inconsistencies in methodology and study designs in most published material preclude reproducibility, and further cohort studies need to be conducted in order to empower novel tools, such as ALLSorts and RNAseqCNV. Abstract MicroRNAs (miRNAs) have been implicated in childhood acute lymphoblastic leukemia (ALL) pathogenesis. We performed a systematic review and meta-analysis of miRNA single-nucleotide polymorphisms (SNPs) in childhood ALL compared with healthy children, which revealed (i) that the CC genotype of rs4938723 in pri-miR-34b/c and the TT genotype of rs543412 in miR-100 confer protection against ALL occurrence in children; (ii) no significant association between rs2910164 genotypes in miR-146a and childhood ALL; and (iii) SNPs in DROSHA, miR-449b, miR-938, miR-3117 and miR-3689d-2 genes seem to be associated with susceptibility to B-ALL in childhood. A review of published literature on differential expression of miRNAs in children with ALL compared with controls revealed a significant upregulation of the miR-128 family, miR-130b, miR-155, miR-181 family, miR-210, miR-222, miR-363 and miR-708, along with significant downregulation of miR-143 and miR-148a, seem to have a definite role in childhood ALL development. MicroRNA signatures among childhood ALL subtypes, along with differential miRNA expression patterns between B-ALL and T-ALL cases, were scrutinized. With respect to T-ALL pediatric cases, we reanalyzed RNA-seq datasets with a robust and sensitive pipeline and confirmed the significant differential expression of hsa-miR-16-5p, hsa-miR-19b-3p, hsa-miR-92a-2-5p, hsa-miR-128-3p (ranked first), hsa-miR-130b-3p and -5p, hsa-miR-181a-5p, -2-3p and -3p, hsa-miR-181b-5p and -3p, hsa-miR-145-5p and hsa-miR-574-3p, as described in the literature, along with novel identified miRNAs.
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Abedi M, Rahgozar S. Puzzling Out Iron Complications in Cancer Drug Resistance. Crit Rev Oncol Hematol 2022; 178:103772. [PMID: 35914667 DOI: 10.1016/j.critrevonc.2022.103772] [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: 05/28/2022] [Revised: 07/23/2022] [Accepted: 07/28/2022] [Indexed: 12/09/2022] Open
Abstract
Iron metabolism are frequently disrupted in cancer. Patients with cancer are prone to anemia and receive transfusions frequently; the condition which results in iron overload, contributing to serious therapeutic complications. Iron is introduced as a carcinogen that may increase tumor growth. However, investigations regarding its impact on response to chemotherapy, particularly the induction of drug resistance are still limited. Here, iron contribution to cell signaling and various molecular mechanisms underlying iron-mediated drug resistance are described. A dual role of this vital element in cancer treatment is also addressed. On one hand, the need to administer iron chelators to surmount iron overload and improve the sensitivity of tumor cells to chemotherapy is discussed. On the other hand, the necessary application of iron as a therapeutic option by iron-oxide nanoparticles or ferroptosis inducers is explained. Authors hope that this paper can help unravel the clinical complications related to iron in cancer therapy.
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Affiliation(s)
- Marjan Abedi
- Department of Cell and Molecular biology & Microbiology, Faculty of Biological Science and Technology, University of Isfahan, Isfahan, Iran.
| | - Soheila Rahgozar
- Department of Cell and Molecular biology & Microbiology, Faculty of Biological Science and Technology, University of Isfahan, Isfahan, Iran.
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Chuang HY, Hsu LY, Pan CM, Pikatan NW, Yadav VK, Fong IH, Chen CH, Yeh CT, Chiu SC. The E3 Ubiquitin Ligase NEDD4-1 Mediates Temozolomide-Resistant Glioblastoma through PTEN Attenuation and Redox Imbalance in Nrf2-HO-1 Axis. Int J Mol Sci 2021; 22:10247. [PMID: 34638586 PMCID: PMC8549703 DOI: 10.3390/ijms221910247] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Revised: 09/10/2021] [Accepted: 09/14/2021] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND Glioblastoma (GBM) is the most common primary malignant brain tumor in adults. It is highly resistant to chemotherapy, and tumor recurrence is common. Neuronal precursor cell-expressed developmentally downregulated 4-1 (NEDD4-1) is an E3 ligase that controls embryonic development and animal growth. NEDD4-1 regulates the tumor suppressor phosphatase and tensin homolog (PTEN), one of the major regulators of the PI3K/AKT/mTOR signaling axis, as well as the response to oxidative stress. METHODS The expression levels of NEDD4-1 in GBM tissues and different cell lines were determined by quantitative real-time polymerase chain reaction and immunohistochemistry. In vitro and in vivo assays were performed to explore the biological effects of NEDD4-1 on GBM cells. Temozolomide (TMZ)-resistant U87MG and U251 cell lines were specifically established to determine NEDD4-1 upregulation and its effects on the tumorigenicity of GBM cells. Subsequently, miRNA expression in TMZ-resistant cell lines was investigated to determine the dysregulated miRNA underlying the overexpression of NEDD4-1. Indole-3-carbinol (I3C) was used to inhibit NEDD4-1 activity, and its effect on chemoresistance to TMZ was verified. RESULTS NEDD4-1 was significantly overexpressed in the GBM and TMZ-resistant cells and clinical samples. NEDD4-1 was demonstrated to be a key oncoprotein associated with TMZ resistance, inducing oncogenicity and tumorigenesis of TMZ-resistant GBM cells compared with TMZ-responsive cells. Mechanistically, TMZ-resistant cells exhibited dysregulated expression of miR-3129-5p and miR-199b-3p, resulting in the induced NEDD4-1 mRNA-expression level. The upregulation of NEDD4-1 attenuated PTEN expression and promoted the AKT/NRF2/HO-1 oxidative stress signaling axis, which in turn conferred amplified defense against reactive oxygen species (ROS) and eventually higher resistance against TMZ treatment. The combination treatment of I3C, a known inhibitor of NEDD4-1, with TMZ resulted in a synergistic effect and re-sensitized TMZ-resistant tumor cells both in vitro and in vivo. CONCLUSIONS These findings demonstrate the critical role of NEDD4-1 in regulating the redox imbalance in TMZ-resistant GBM cells via the degradation of PTEN and the upregulation of the AKT/NRF2/HO-1 signaling pathway. Targeting this regulatory axis may help eliminate TMZ-resistant glioblastoma.
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Affiliation(s)
- Hao-Yu Chuang
- School of Medicine, China Medical University, Taichung 40447, Taiwan;
- Translational Cell Therapy Center, Tainan Municipal An-Nan Hospital-China Medical University, Tainan 70967, Taiwan
- Division of Neurosurgery, Tainan Municipal An-Nan Hospital-China Medical University, Tainan 70967, Taiwan
- Division of Neurosurgery, China Medical University Beigang Hospital, Beigang Township 65152, Taiwan
| | - Li-Yun Hsu
- Department of Emergency Medicine, Shuang-Ho Hospital-Taipei Medical University, New Taipei City 23561, Taiwan;
- Graduate Institute of Injury Prevention and Control, Taipei Medical University, Taipei 110, Taiwan
- Department of Emergency Medicine, School of Medicine, Taipei Medical University, Taipei 110, Taiwan
| | - Chih-Ming Pan
- Translational Cell Therapy Center, Department of Medical Research, China Medical University Hospital, Taichung 40447, Taiwan;
| | - Narpati Wesa Pikatan
- Doctorate Program of Medical and Health Science, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah Mada, Yogyakarta 55281, Indonesia;
- Department of Medical Research and Education, Taipei Medical University-Shuang Ho Hospital, New Taipei City 235, Taiwan; (V.K.Y.); (I.-H.F.)
| | - Vijesh Kumar Yadav
- Department of Medical Research and Education, Taipei Medical University-Shuang Ho Hospital, New Taipei City 235, Taiwan; (V.K.Y.); (I.-H.F.)
| | - Iat-Hang Fong
- Department of Medical Research and Education, Taipei Medical University-Shuang Ho Hospital, New Taipei City 235, Taiwan; (V.K.Y.); (I.-H.F.)
| | - Chao-Hsuan Chen
- Biomedicine Institution, Department of Neurosurgery, China Medical University, Taichung 40447, Taiwan;
| | - Chi-Tai Yeh
- Department of Medical Research and Education, Taipei Medical University-Shuang Ho Hospital, New Taipei City 235, Taiwan; (V.K.Y.); (I.-H.F.)
- Department of Medical Laboratory Science and Biotechnology, Yuanpei University of Medical Technology, Hsinchu 300, Taiwan
| | - Shao-Chih Chiu
- Translational Cell Therapy Center, Department of Medical Research, China Medical University Hospital, Taichung 40447, Taiwan;
- Graduate Institute of Biomedical Sciences, China Medical University, Taichung 40447, Taiwan
- Drug Development Center, China Medical University, Taichung 40447, Taiwan
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Gębarowska K, Mroczek A, Kowalczyk JR, Lejman M. MicroRNA as a Prognostic and Diagnostic Marker in T-Cell Acute Lymphoblastic Leukemia. Int J Mol Sci 2021; 22:5317. [PMID: 34070107 PMCID: PMC8158355 DOI: 10.3390/ijms22105317] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2021] [Revised: 05/12/2021] [Accepted: 05/16/2021] [Indexed: 12/14/2022] Open
Abstract
T cell acute lymphoblastic leukemia (T-ALL) is a biologically and genetically heterogeneous disease with a poor prognosis overall and several subtypes. The neoplastic transformation takes place through the accumulation of numerous genetic and epigenetic abnormalities. There are only a few prognostic factors in comparison to B cell precursor acute lymphoblastic leukemia, which is characterized by a lower variability and more homogeneous course. The microarray and next-generation sequencing (NGS) technologies exploring the coding and non-coding part of the genome allow us to reveal the complexity of the genomic and transcriptomic background of T-ALL. miRNAs are a class of non-coding RNAs that are involved in the regulation of cellular functions: cell proliferations, apoptosis, migrations, and many other processes. No miRNA has become a significant prognostic and diagnostic factor in T-ALL to date; therefore, this topic of investigation is extremely important, and T-ALL is the subject of intensive research among scientists. The altered expression of many genes in T-ALL might also be caused by wide miRNA dysregulation. The following review focuses on summarizing and characterizing the microRNAs of pediatric patients with T-ALL diagnosis and their potential future use as predictive factors.
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Affiliation(s)
- Katarzyna Gębarowska
- Laboratory of Genetic Diagnostics, Medical University of Lublin, 20-093 Lublin, Poland;
| | - Anna Mroczek
- Department of Pediatric Hematology, Oncology and Transplantology, Medical University of Lublin, 20-093 Lublin, Poland; (A.M.); (J.R.K.)
| | - Jerzy R. Kowalczyk
- Department of Pediatric Hematology, Oncology and Transplantology, Medical University of Lublin, 20-093 Lublin, Poland; (A.M.); (J.R.K.)
| | - Monika Lejman
- Laboratory of Genetic Diagnostics, Medical University of Lublin, 20-093 Lublin, Poland;
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Labib Salem M, Zidan AAA, Ezz El-Din El-Naggar R, Attia Saad M, El-Shanshory M, Bakry U, Zidan M. Myeloid-derived suppressor cells and regulatory T cells share common immunoregulatory pathways-related microRNAs that are dysregulated by acute lymphoblastic leukemia and chemotherapy. Hum Immunol 2021; 82:36-45. [PMID: 33162185 DOI: 10.1016/j.humimm.2020.10.009] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2020] [Revised: 09/27/2020] [Accepted: 10/22/2020] [Indexed: 02/07/2023]
Abstract
BACKGROUND Relapse remains a critical challenge in children with acute lymphoblastic leukemia (ALL). The emergence of immunoregulatory cells, including myeloid-derived suppressor cells (MDSCs), and T regulatory (Treg) cells, has been considered one potential mechanism of relapse in children with ALL. AIM This study aimed to address the microRNAs (miRNAs) related to MDSCs and Treg cells and to explore their targeted immunoregulatory pathways. METHODS Affymetrix microarray was used for global miRNA profiling in B-ALL pediatric patients before, during, and after induction of chemotherapy. Bioinformatics analysis was performed on MDSCs and Treg cells-related dysregulated miRNAs, and miR-Pathway analysis was performed to explore their targeted immunoregulatory pathways. RESULTS 516 miRNAs were dysregulated in ALL patients as compared to the healthy donor. Among them, 13 miRNAs and 8 miRNAs related to MDSCs and Treg cells, respectively, were common in all patients. Besides, 12 miRNAs were shared between MDSCs and Treg cells; 4 of them were common in all patients. Four immune-related pathways; TNF, TGF-β, FoxO, and Hippo were found implicated. CONCLUSION Our pilot study concluded certain miRNAs related to MDSCs and Treg cells, these miRNAs were linked to immunoregulatory pathways. Our results open avenues for testing those miRNA as molecular biomarkers for the immunosuppressive tumor microenvironment.
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Affiliation(s)
- Mohamed Labib Salem
- Immunology and Biotechnology Unit, Department of Zoology, Faculty of Science, Tanta University, Tanta, Egypt; Center of Excellence in Cancer Research, Tanta University Teaching Hospital, Tanta University, Tanta, Egypt.
| | - Abdel-Aziz A Zidan
- Center of Excellence in Cancer Research, Tanta University Teaching Hospital, Tanta University, Tanta, Egypt; Department of Zoology, Faculty of Science, Damanhur University, Damanhur, Egypt
| | - Randa Ezz El-Din El-Naggar
- Immunology and Biotechnology Unit, Department of Zoology, Faculty of Science, Tanta University, Tanta, Egypt
| | - Mohamed Attia Saad
- Center of Excellence in Cancer Research, Tanta University Teaching Hospital, Tanta University, Tanta, Egypt; Department of Clinical Pathology, Faculty of Medicine, Tanta University, Tanta, Egypt
| | - Mohamed El-Shanshory
- Center of Excellence in Cancer Research, Tanta University Teaching Hospital, Tanta University, Tanta, Egypt; Department of Pediatric, Faculty of Medicine, Tanta University, Tanta, Egypt
| | - Usama Bakry
- Genomics Research Program, 57357 Children Cancer Hospital, Cairo, Egypt
| | - Mona Zidan
- Immunology and Biotechnology Unit, Department of Zoology, Faculty of Science, Tanta University, Tanta, Egypt; Immunology Research Program, 57357 Children Cancer Hospital, Cairo, Egypt
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Tabatabian M, Mesrian Tanha H, Tabatabaeian H, Sadeghi S, Ghaedi K, Mohamadynejad P. ErbB4 3'-UTR Variant (c.*3622A>G) is Associated with ER/PR Negativity and Advanced Breast Cancer. Indian J Clin Biochem 2020; 35:115-120. [PMID: 32071504 PMCID: PMC6995472 DOI: 10.1007/s12291-018-0793-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2018] [Accepted: 09/25/2018] [Indexed: 01/19/2023]
Abstract
A genetic variant may alter a gene expression level and as a result be associated with pathological characteristics in breast cancer. In this research, the frequency and association of the ErbB4 3'-untranslated region (3'-UTR) variant, rs12471583 (c.*3622A>G) was studied in an Iranian breast cancer patients. In silico assessment was performed to predict the function of the rs12471583 variant located on the 3'-UTR of ErbB4. Furthermore, as a case-control study, this polymorphism was genotyped in 243 breast cancer patients and non-cancerous controls using the polymerase chain reaction-restriction fragment length polymorphism (PCR-RFLP) technique. The Armitage's trend test and regular association tests were performed to analyze a possible association between the rs12471583 and risk of breast cancer and its relevant pathological traits. The bioinformatics analysis predicted that the rs12471583 SNP is located on the four miRNA binding sites, including miR-511-5p, miR-4659a-5p, miR-4659b-5p, and miR-6830-3p. According to logistic regression tests, the G allele is negatively associated with ER- (OR = 0.20, 95% C.I. = 0.04-0.93, p = 0.026), PR- (OR = 0.31, 95% C.I. = 0.10-0.98, p = 0.039), ER-/PR- (OR = 0.20, 95% C.I. = 0.04-0.93, p = 0.026), and advanced breast cancer (OR = 0.40, 95% C.I. = 0.18-0.85, p = 0.016). It has been found that ErbB4 expression may be linked to unfavorable outcomes in breast cancer. Likewise, our results suggest that the G allele may strengthen miRNA-ErbB4 binding efficiency and as a result reduce expression of ErbB4. This is a possible explanation for the observed association.
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Affiliation(s)
- Maryam Tabatabian
- Department of Biology, Faculty of Basic Science, Shahrekord Branch, Islamic Azad University, Shahrekord, Iran
| | - Hamzeh Mesrian Tanha
- Cellular and Molecular Biology Division, Department of Biology, Faculty of Sciences, University of Isfahan, Isfahan, 81746-73441 Iran
| | - Hossein Tabatabaeian
- Division of Genetics, Department of Biology, Faculty of Sciences, University of Isfahan, Isfahan, Iran
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Samira Sadeghi
- Division of Genetics, Department of Biology, Faculty of Sciences, University of Isfahan, Isfahan, Iran
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Translational Laboratory in Genetic Medicine, Agency for Science, Technology and Research, Singapore, Singapore
| | - Kamran Ghaedi
- Cellular and Molecular Biology Division, Department of Biology, Faculty of Sciences, University of Isfahan, Isfahan, 81746-73441 Iran
| | - Parisa Mohamadynejad
- Department of Biology, Faculty of Basic Science, Shahrekord Branch, Islamic Azad University, Shahrekord, Iran
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Bahreini F, Ramezani S, Shahangian SS, Salehi Z, Mashayekhi F. miR-559 polymorphism rs58450758 is linked to breast cancer. Br J Biomed Sci 2019; 77:29-34. [DOI: 10.1080/09674845.2019.1683309] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Affiliation(s)
- F Bahreini
- Department of Biology, Faculty of Sciences, University of Guilan, Rasht, Iran
| | - S Ramezani
- Department of Biology, Faculty of Sciences, University of Guilan, Rasht, Iran
| | - SS Shahangian
- Department of Biology, Faculty of Sciences, University of Guilan, Rasht, Iran
| | - Z Salehi
- Department of Biology, Faculty of Sciences, University of Guilan, Rasht, Iran
| | - F Mashayekhi
- Department of Biology, Faculty of Sciences, University of Guilan, Rasht, Iran
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Pouyanrad S, Rahgozar S, Ghodousi ES. Dysregulation of miR-335-3p, targeted by NEAT1 and MALAT1 long non-coding RNAs, is associated with poor prognosis in childhood acute lymphoblastic leukemia. Gene 2019; 692:35-43. [PMID: 30639603 DOI: 10.1016/j.gene.2019.01.003] [Citation(s) in RCA: 51] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2018] [Revised: 01/02/2019] [Accepted: 01/07/2019] [Indexed: 12/25/2022]
Abstract
Acute lymphoblastic leukemia (ALL) is the most prevalent cancer among children, and multidrug efflux mediated by overexpression of ABC transporters is the major impediment to successful chemotherapy in this malignancy. The goal of this study is to identify the non-coding RNAs (ncRNAs) which may affect the expression levels of ABCA3; the previously identified prognostic biomarker for multidrug resistance (MDR) in childhood ALL (cALL). Bone marrow samples from 64 cALLs, including 46 de novo and 18 relapsed patients, in addition to 30 non-cancer controls were collected, and ncRNAs were nominated using in silico studies. Quantitative RT-PCR showed low expression profiles of miR-335-3p in cALLs compared with the control group (P = 0.018). Inverse correlation was determined between the miR-335-3p and ABCA3 mRNA expression profiles in cALL patients (r = 0.5019, P = 0.002). Moreover, it was shown that the expression levels of miR-335-3p was downregulated in the drug-resistant samples (MDR group) compared with the drug-sensitive patients (mrd- group), (P = 0.0005, AUC = 0.801). On the other hand, negative correlations were identified between the expression levels of miR-335-3p and the selected LncRNAs, NEAT1 and MALAT1, in the MDR group compared with the mrd- patients (P = 0.009), suggesting a sponge effect for these LncRNAs. The current study showed a potential regulatory role for miR-335-3p in ABCA3 expression targeted by NEAT1 and MALAT1 long non-coding RNAs. This negative impact may possibly contribute to the development of chemoresistance in childhood ALL, and provide an exceptional insight to new therapeutic approaches.
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Affiliation(s)
- Shahrzad Pouyanrad
- Department of Biology, Faculty of Science, University of Isfahan, Isfahan, Iran
| | - Soheila Rahgozar
- Department of Biology, Faculty of Science, University of Isfahan, Isfahan, Iran.
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Meshkat M, Mesrian Tanha H, Ghaedi K, Meshkat M. Association of a potential functional mir-520f rs75598818 G > A polymorphism with breast cancer. J Genet 2018. [DOI: 10.1007/s12041-018-1028-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
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12
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Carvalho de Oliveira J, Molinari Roberto G, Baroni M, Bezerra Salomão K, Alejandra Pezuk J, Sol Brassesco M. MiRNA Dysregulation in Childhood Hematological Cancer. Int J Mol Sci 2018; 19:ijms19092688. [PMID: 30201877 PMCID: PMC6165337 DOI: 10.3390/ijms19092688] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2018] [Revised: 09/03/2018] [Accepted: 09/08/2018] [Indexed: 12/14/2022] Open
Abstract
For decades, cancer biology focused largely on the protein-encoding genes that have clear roles in tumor development or progression: cell-cycle control, apoptotic evasion, genome instability, drug resistance, or signaling pathways that stimulate growth, angiogenesis, or metastasis. MicroRNAs (miRNAs), however, represent one of the more abundant classes of cell modulators in multicellular organisms and largely contribute to regulating gene expression. Many of the ~2500 miRNAs discovered to date in humans regulate vital biological processes, and their aberrant expression results in pathological and malignant outcomes. In this review, we highlight what has been learned about the roles of miRNAs in some of the most common human pediatric leukemias and lymphomas, along with their value as diagnostic/prognostic factors.
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Affiliation(s)
| | - Gabriela Molinari Roberto
- Department of Pediatrics, Ribeirão Preto School of Medicine, University of São Paulo, 14049-900 Ribeirão Preto, Brazil.
| | - Mirella Baroni
- Department of Pediatrics, Ribeirão Preto School of Medicine, University of São Paulo, 14049-900 Ribeirão Preto, Brazil.
| | - Karina Bezerra Salomão
- Department of Pediatrics, Ribeirão Preto School of Medicine, University of São Paulo, 14049-900 Ribeirão Preto, Brazil.
| | - Julia Alejandra Pezuk
- Programa de Pós-graduação em Farmácia, Anhanguera University of São Paulo, UNIAN/SP, 05145-200 São Paulo, Brazil.
| | - María Sol Brassesco
- Departamento de Biologia, Faculty of Philosophy, Sciences and Letters at Ribeirão Preto, University of São Paulo, 14040-901 Ribeirão Preto, Brazil.
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Mojtabavi Naeini M, Tavassoli M, Ghaedi K. Systematic bioinformatic approaches reveal novel gene expression signatures associated with acquired resistance to EGFR targeted therapy in lung cancer. Gene 2018; 667:62-69. [DOI: 10.1016/j.gene.2018.04.077] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2018] [Revised: 04/23/2018] [Accepted: 04/25/2018] [Indexed: 11/25/2022]
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14
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Maleki E, Ghaedi K, Shahanipoor K, Karimi Kurdistani Z. Down-regulation of microRNA-19b in hormone receptor-positive/HER2-negative breast cancer. APMIS 2018; 126:303-308. [PMID: 29575198 DOI: 10.1111/apm.12820] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2017] [Accepted: 01/21/2018] [Indexed: 12/19/2022]
Abstract
miR-19b (miR-19b-3p) has been reported to be correlated with either favorable or unfavorable events in several cancers. However, no study has been conducted to evaluate the expression level of miR-19b in patients with breast cancer (BC). This study was aimed to investigate the expression level of miR-19b in human malignant and healthy breast tissues with histopathology of ER+/PR+/HER2-. We performed a miRNA real-time PCR to detect differential expression of miR-19b in 40 BC, including 17 BC with familial background and 23 BC without familial background, and 12 non-tumoral tissues. Moreover, a bioinformatics prediction upon miR-19b functionality in BC cells was performed. The miR-19b expression level was significantly down-regulated in BC, BC with familial background, and BC without familial background compared with its expression in normal tissue (p value, <0.0001; fold change, -7.45; p value, 0.0003; fold change, -6.45; and p value, 0.0005; fold change, -8.41, respectively). Moreover, according to the AUCs (area under curve) of receiver operating characteristic (ROC) curves, miR-19b can significantly distinguish all defined categories. Last, in agreement with our experimental findings, proteoglycans in cancer, pathways in cancer, FoxO signaling pathway, central carbon metabolism in cancer, p53 signaling pathway, transcriptional misregulation in cancer, and prolactin signaling pathway were predicted as miR-19b-related signaling pathways. In summary, down-regulation of miR-19b in BC vs healthy tissue suggests that mir-19b can function as a tumor suppressor. Our results shed additional information on controversial expression pattern of miR-19b depending on different cancer types.
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Affiliation(s)
- Elham Maleki
- Department of Biochemistry, Islamic Azad University, Falavarjan Branch, Isfahan, Iran
| | - Kamran Ghaedi
- Cellular and Molecular Biology Division, Biology Department, Faculty of Sciences, University of Isfahan, Isfahan, Iran
| | - Kahin Shahanipoor
- Department of Biochemistry, Islamic Azad University, Falavarjan Branch, Isfahan, Iran
| | - Zana Karimi Kurdistani
- Department of Biology, College of Basic Sciences, Islamic Azad University, Sanandaj Branch, Kurdistan, Iran
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15
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Ghodousi ES, Rahgozar S. MicroRNA-326 and microRNA-200c: Two novel biomarkers for diagnosis and prognosis of pediatric acute lymphoblastic leukemia. J Cell Biochem 2018; 119:6024-6032. [PMID: 29630744 DOI: 10.1002/jcb.26800] [Citation(s) in RCA: 48] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2017] [Accepted: 02/21/2018] [Indexed: 12/12/2022]
Abstract
Multidrug resistance (MDR) is considered as the major obstacle for treating pediatric acute lymphoblastic leukemia (ALL). MicroRNAs (miRNAs) are small non coding RNAs which may potentially regulate response to chemotherapy. In this study, total RNA was isolated from bone marrow samples of 46 children with de novo ALL and 16 controls. Quantitative reverse transcriptase polymerase chain reaction was used to investigate the expression profile of the predicted miRNAs; miR-326 and miR-200c, and their predicted targets ABCA2, and ABCA3 transporters. The presence of minimal residual disease was studied using PCR-SSCP (single-strand conformation polymorphism) 1 year after treatment. The association between the miRNA expression and drug resistance was analyzed statistically. Results showed a significant down-regulation of both miR-326 and miR-200c expressions in ALL patients compared with non-cancer controls (P = 0.0002, AUC = 0.813 and P = 0.035, AUC = 0.79, respectively). A considerable negative association between miR-326 expression and MDR was identified which could raise the risk of chemoresistance by 4.8- fold. The expression profiles of miR-326 and ABCA2 transporter were inversely correlated. Data revealed, a novel diagnostic role for miR-326 and miR-200c as potential biomarkers of pediatric ALL. Down-regulation of miR-326 was introduced, for the first time, as a prognostic factor for drug resistance in childhood ALL. To the best of our knowledge, this is the first time that ABCA2 transporter is proposed as a target gene for miR-326, through which it can exert its impact on drug resistance. These data may provide novel approaches to new therapeutics and diagnostics.
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Affiliation(s)
- Elaheh S Ghodousi
- Department of Biology, Faculty of Science, University of Isfahan, Isfahan, Iran
| | - Soheila Rahgozar
- Department of Biology, Faculty of Science, University of Isfahan, Isfahan, Iran
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16
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Lopez-Santillan M, Iparraguirre L, Martin-Guerrero I, Gutierrez-Camino A, Garcia-Orad A. Review of pharmacogenetics studies of L-asparaginase hypersensitivity in acute lymphoblastic leukemia points to variants in the GRIA1 gene. Drug Metab Pers Ther 2017; 32:1-9. [PMID: 28259867 DOI: 10.1515/dmpt-2016-0033] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2016] [Accepted: 02/07/2017] [Indexed: 12/17/2022]
Abstract
Acute lymphoblastic leukemia (ALL) is a major pediatric cancer in developed countries. Although treatment outcome has improved owing to advances in chemotherapy, there is still a group of patients who experience severe adverse events. L-Asparaginase is an effective antineoplastic agent used in chemotherapy of ALL. Despite its indisputable indication, hypersensitivity reactions are common. In those cases, discontinuation of treatment is usually needed and anti-asparaginase antibody production may also attenuate asparaginase activity, compromising its antileukemic effect. Till now, six pharmacogenetic studies have been performed in order to elucidate possible genetic predisposition for inter-individual differences in asparaginase hypersensitivity. In this review we have summarized the results of those studies which describe the involvement of four different genes, being polymorphisms in the glutamate receptor, ionotropic, AMPA 1 (GRIA1) the most frequently associated with asparaginase hypersensitivity. We also point to new approaches focusing on epigenetics that could be interesting for consideration in the near future.
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ABCC4 functional SNP in the 3′ splice acceptor site of exon 8 (G912T) is associated with unfavorable clinical outcome in children with acute lymphoblastic leukemia. Cancer Chemother Pharmacol 2017; 80:109-117. [DOI: 10.1007/s00280-017-3340-7] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2017] [Accepted: 05/11/2017] [Indexed: 12/31/2022]
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18
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Ramani R, Megason G, Schallheim J, Karlson C, Vijayakumar V, Vijayakumar S, Hicks C. Integrative Analysis of MicroRNA-Mediated Gene Signatures and Pathways Modulating White Blood Cell Count in Childhood Acute Lymphoblastic Leukemia. Biomark Insights 2017; 12:1177271917702895. [PMID: 28469402 PMCID: PMC5397277 DOI: 10.1177/1177271917702895] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2015] [Accepted: 03/06/2017] [Indexed: 01/04/2023] Open
Abstract
MicroRNAs (miRNAs) regulate the expression of protein-coding genes and represent potential biomarkers for childhood acute lymphoblastic leukemia (ALL). However, information linking miRNAs with their messenger RNA (mRNA) target genes modulating white blood cell (WBC) count is lacking. Here, we analyzed miRNAs and gene expression data from pediatric patients with ALL to identify a signature of miRNAs involved in ALL and their mRNA target genes, molecular networks, and biological pathways modulating WBC. We discovered a signature of miRNAs differentially expressed in ALL and a signature of mRNA target genes distinguishing patients with high WBC from patients with low WBC. In addition, we identified molecular networks and biological pathways, among them PI3/AKT, JAK/STAT, IL-17, TGF-β, apoptosis, IL-15, STAT3, IGF-1, FGF, mTOR, VEGF, NF-kB, and P53 signaling pathways, enriched for or targeted by miRNAs. The discovered miRNAs and their target genes and pathways represent potential clinically actionable biomarkers and therapeutic targets.
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Affiliation(s)
- Ritika Ramani
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA
| | - Gail Megason
- Children’s Cancer Center, University of Mississippi Medical Center, Jackson, MS, USA
| | - Jason Schallheim
- Department of Pathology, University of Mississippi Medical Center, Jackson, MS, USA
| | - Cynthia Karlson
- Children’s Cancer Center, University of Mississippi Medical Center, Jackson, MS, USA
| | - Vani Vijayakumar
- Department of Radiology, University of Mississippi Medical Center, MS, USA
| | | | - Chindo Hicks
- Department of Genetics, Louisiana State University Health Sciences Center, LA, USA
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19
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MicroRNAs as prognostic biomarker and relapse indicator in leukemia. Clin Transl Oncol 2017; 19:951-960. [PMID: 28271337 DOI: 10.1007/s12094-017-1638-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2017] [Accepted: 02/23/2017] [Indexed: 12/15/2022]
Abstract
Despite significant progress in the treatment of different types of leukemia, relapse remains a challenging clinical problem that is observed in a number of patients who are often resistant to chemotherapy and exhibit multi-drug resistance. Identification of new functional biomarkers, including microRNAs, is essential to determine prognosis and relapse at the time of diagnosis. The aim of this study was to detect the specific microRNAs involved in predicting relapse or progression in acute and chronic leukemias, as well as their relationship with overall survival (OS) and relapse-free survival (RFS). The relevant literature was identified through a PubMed and Scholar search (2008-2016) of English-language papers using the terms Leukemia, microRNAs, survival and relapse. Different leukemia types and subtypes show specific microRNA expression profile and different changes, which can be useful in the differentiation between leukemias and evaluation of relapse at the time of diagnosis. Altered microRNA expression profiles can turn these molecules into oncogenes or tumor suppressors, which affect the expression of relapse-related genes. Therefore, monitoring of specific microRNA expression profiles from diagnosis and during follow-up of patients can contribute to the assessment of outcome and determination of relapse and prognosis of leukemic patients.
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20
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HER4 rs1595065 3'UTR Variant is a Possible Risk Factor for HER2 Positivity Among Breast Cancer Patients. ACTA ACUST UNITED AC 2016. [DOI: 10.5812/thrita.42195] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
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21
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Kabirizadeh S, Azadeh M, Mirhosseini M, Ghaedi K, Mesrian Tanha H. The SNP rs3746444 within mir-499a is associated with breast cancer risk in Iranian population. ACTA ACUST UNITED AC 2016. [DOI: 10.1016/j.jocit.2016.08.003] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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22
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Hasanzadeh A, Mesrian Tanha H, Ghaedi K, Madani M. Aberrant expression of miR-9 in benign and malignant breast tumors. Mol Cell Probes 2016; 30:279-284. [PMID: 27725294 DOI: 10.1016/j.mcp.2016.10.005] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2016] [Revised: 10/06/2016] [Accepted: 10/07/2016] [Indexed: 01/06/2023]
Abstract
PURPOSE MicroRNAs (miRNAs) are involved in the progression of breast cancer (BC). miR-9 has been reported to be correlated with either favorable or unfavorable events in BC. This study was aimed to evaluate the expression level of miR-9 in human breast tissues, including benign and malignant tumor samples and also healthy tissue. MATERIALS AND METHODS The expression level of miR-9 was analyzed in 10 normal breast tissues, 30 malignant, and 30 benign breast tumor tissue samples using RT-PCR and qPCR. In addition, bioinformatics assessment upon miR-9 functionality in BC cells was performed. RESULTS AND DISCUSSION The miR-9 expression level was downregulated in tumor tissues, including benign and malignant compared to the healthy tissue was observed (P value, < 0.0001; fold change, -1.37). In addition, miR-9 expression level was reduced in benign tumors compared with malignant tumors (P value, < 0.0001; fold change, -1.35). Moreover, according to the AUCs (area under curve) of receiver operating characteristic (ROC) curves, miR-9 showed significant capability for distinguishing benign from healthy, malignant from healthy, benign from malignant, and tumor from health tissues. Furthermore, pathways in cancer, p53 signaling pathway, and focal adhesion were manifested by computational analysis as miR-9 related signaling pathways which have logical association with experimental observations. CONCLUSION In conclusion, downregulation of miR-9 in benign tumors vs healthy tissue and its overexpression in malignant tumors vs benign tumors suggest paradoxical functionality for this miRNA. Our results shed additional information on controversial expression pattern of miR-9 depending on different progression level of BC.
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Affiliation(s)
- Aisan Hasanzadeh
- Department of Microbiology, Falavarjan Branch, Islamic Azad University, Falavarjan, Isfahan, Iran
| | - Hamzeh Mesrian Tanha
- Division of Cellular and Molecular Biology, Department of Biology, Faculty of Sciences, University of Isfahan, Isfahan, Iran
| | - Kamran Ghaedi
- Division of Cellular and Molecular Biology, Department of Biology, Faculty of Sciences, University of Isfahan, Isfahan, Iran.
| | - Mahboobeh Madani
- Department of Microbiology, Falavarjan Branch, Islamic Azad University, Falavarjan, Isfahan, Iran
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Meshkat M, Tanha HM, Naeini MM, Ghaedi K, Sanati MH, Meshkat M, Bagheri F. Functional SNP in stem of mir-146a affects Her2 status and breast cancer survival. Cancer Biomark 2016; 17:213-22. [DOI: 10.3233/cbm-160633] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Affiliation(s)
- Mahboobeh Meshkat
- Department of Biology, Division of Cellular and Molecular Biology, Nourdanesh University of Meymeh, Meymeh, Isfahan, Iran
| | - Hamzeh Mesrian Tanha
- Cellular and Molecular Biology Division, Biology Department, Faculty of Sciences, University of Isfahan, Isfahan, Iran
| | - Marjan Mojtabavi Naeini
- Biology Department, Genetics Division, Faculty of Sciences, University of Isfahan, Isfahan, Iran
| | - Kamran Ghaedi
- Cellular and Molecular Biology Division, Biology Department, Faculty of Sciences, University of Isfahan, Isfahan, Iran
| | - Mohammad H. Sanati
- National Institute of Genetic Engineering and Biotechnology, Tehran, Iran
| | - Marzieh Meshkat
- Department of Biology, Division of Cellular and Molecular Biology, Nourdanesh University of Meymeh, Meymeh, Isfahan, Iran
| | - Fatemeh Bagheri
- Biology Department, Biochemistry Division, Faculty of Science, Payame noor University of Taft, Yazd, Iran
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