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Wan L, Chen K, Ma X, Han L, Xie Q, Wang L, Wang X. Potential mechanisms of ZiGongDing in treating HPV-induced cervical intraepithelial neoplasia: a network pharmacology and experimental verification study. NAUNYN-SCHMIEDEBERG'S ARCHIVES OF PHARMACOLOGY 2024:10.1007/s00210-024-03445-5. [PMID: 39325153 DOI: 10.1007/s00210-024-03445-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2024] [Accepted: 09/08/2024] [Indexed: 09/27/2024]
Abstract
The onset of cervical intraepithelial neoplasia (CIN) is strongly associated with persistent infection caused by high-risk human papillomavirus (HPV). ZiGongDing (ZGD), a traditional Chinese medicine, has progressed to clinical application in HPV-induced CIN treatment, yet the underlying mechanism remains unclear. The objective of this paper is to explore the mechanism of ZGD in treating HPV-induced CIN by integrating a combination of network pharmacology and experimental validation. The active ingredients and targets of ZGD were obtained from the Traditional Chinese Medicine Systems Pharmacology Database and Analysis Platform (TCMSP) database. CIN-related targets were sourced from GeneCards and the Online Mendelian Inheritance in Man (OMIM) database. Protein-protein interaction (PPI) and functional enrichment analyses were conducted to determine the potential molecular mechanism. The herb-active ingredient-target network was constructed by Cytoscape software. To further validate the therapeutic mechanism, molecular docking and in vitro experiments were performed. In this study, we identified 60 active ingredients in ZGD and 46 common targets in of CIN treatment. The PPI network analysis revealed estrogen receptor 1 (ESR1) as a pivotal target in ZGD against CIN. Functional enrichment analysis showed that the estrogen signaling pathway was mostly enriched, and ESR1 was involved. The herb-active ingredient-target network and relative literature identified cnidimol B as the primary active ingredient. Molecular docking demonstrated a strong binding affinity between ESR1 and cnidimol B. Cellular experiments revealed that cnidimol B could significantly decrease the viability of HeLa and CaSki cells. Moreover, the expression of ESR1 was notably upregulated in HeLa and CaSki cells after treatment with cnidimol B. Our study proposes a novel mechanism underlying ZGD against CIN, which involves the modulation of ESR1. This insight lays a solid foundation for further exploring and optimizing ZGD's therapeutic potential.
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Affiliation(s)
- Li Wan
- Department of Gynaecology, Traditional Chinese Medicine academy of Xinjiang Uygur Autonomous Region, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
- Department of Gynaecology, The Fourth Affiliated Hospital of Xinjiang Medical University, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
| | - Kan Chen
- Department of Gynaecology, Traditional Chinese Medicine academy of Xinjiang Uygur Autonomous Region, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
- Department of Gynaecology, The Fourth Affiliated Hospital of Xinjiang Medical University, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
| | - Xiaorong Ma
- Department of Gynaecology, Traditional Chinese Medicine academy of Xinjiang Uygur Autonomous Region, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
- Department of Gynaecology, The Fourth Affiliated Hospital of Xinjiang Medical University, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
| | - Lu Han
- Department of Gynaecology, Traditional Chinese Medicine academy of Xinjiang Uygur Autonomous Region, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
- Department of Gynaecology, The Fourth Affiliated Hospital of Xinjiang Medical University, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
| | - Qun Xie
- Department of Gynaecology, Traditional Chinese Medicine academy of Xinjiang Uygur Autonomous Region, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
- Department of Gynaecology, The Fourth Affiliated Hospital of Xinjiang Medical University, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
| | - Lihong Wang
- Department of Gynaecology, Traditional Chinese Medicine academy of Xinjiang Uygur Autonomous Region, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
- Department of Gynaecology, The Fourth Affiliated Hospital of Xinjiang Medical University, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
| | - Xinmei Wang
- Department of Gynaecology, Traditional Chinese Medicine academy of Xinjiang Uygur Autonomous Region, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China.
- Department of Gynaecology, The Fourth Affiliated Hospital of Xinjiang Medical University, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China.
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Ghadamgahi SR, Hosseinzadeh L, Ardalan Khales S, Nassiri M, Alidoust M, Etemadrezaei S, Khorshid Shamshiri A, Homaei Shandiz F, Pasdar A, Afzaljavan F. Potential Role of Zinc Finger 365 rs10822013 and rs10995190 in Mammographic Density, Sporadic Breast Cancer Risk, and Prognosis. IRANIAN JOURNAL OF MEDICAL SCIENCES 2023; 48:551-562. [PMID: 38094285 PMCID: PMC10715120 DOI: 10.30476/ijms.2023.96141.2767] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/23/2022] [Revised: 11/08/2022] [Accepted: 12/17/2022] [Indexed: 12/18/2023]
Abstract
Background Despite suggesting many genetic risk markers as the outcome of Genome-wide association studies (GWAS) for breast cancer, replicating the results in different populations has remained the main issue. In this regard, this study assessed the association of two variations in Zinc Finger 365 (ZNF365) in an Iranian population. Methods In a case-control study conducted at Mashhad University of Medical Sciences, Mashhad, Iran, between 2017 and 2020, ZNF365-rs10822013 and rs10995190 were genotyped using Allele-Specific PCR (AS-PCR). Breast density was assessed using mammography images. PHASE software module version 2 and SPSS version 16.0 were used for haplotype and statistical analyses. Quantitative and qualitative variables were compared between groups using independent t tests and Chi square tests, respectively. Binary logistic regression analysis was performed to calculate odds ratios. Multivariate analysis was then undertaken for the baseline variables, with a P<0.05 in the univariate analysis. The survival analysis was performed using the Kaplan-Meier method and the log-rank test. Results In this survey, 732 females, including 342 breast cancer patients and 390 healthy subjects, were enrolled. rs10822013-T allele (P=0.014), rs10995190-G allele (P=0.003), and TG haplotype (P=0.002) were significantly associated with the increased risk of breast cancer. Moreover, rs10995190-GG genotype (P=0.042) and C-G haplotype (P=0.019) revealed a significant association with better overall survival. However, considered polymorphisms and their haplotypes indicated no association with breast density and clinical features of breast cancer. Conclusion ZNF365 variants might be a potential risk marker of breast cancer in the Iranian population. The interaction between alleles in haplotypes may modulate the amount of the risk conferred by these variants. Further studies on different ethnic groups can validate these results.
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Affiliation(s)
- Seyed Reza Ghadamgahi
- Department of Genetics, School of Sciences, Azad University of Damghan, Damghan, Iran
| | - Leila Hosseinzadeh
- Lung Cancer and Immuno- Oncology Laboratory (LCIO), Jules Bordet Institute, Université Libre de Bruxelles, Brussels, Belgium
| | - Sahar Ardalan Khales
- Congenital Malformations Research Center, Golestan University of Medical Sciences, Gorgan, Iran
| | - Mohammadreza Nassiri
- Recombinant Protein Research Group, Research Institute of Biotechnology, Ferdowsi University of Mashhad, Mashhad, Iran
| | - Maryam Alidoust
- Department of Medical Genetics and Molecular Medicine, School of Medicine, Mashhad University of Medical Science, Mashhad, Iran
| | | | - Asma Khorshid Shamshiri
- Department of Medical Genetics and Molecular Medicine, School of Medicine, Mashhad University of Medical Science, Mashhad, Iran
| | | | - Alireza Pasdar
- Division of Applied Medicine, School of Medicine, University of Aberdeen, Foresterhill, Aberdeen, AB25 2ZD, UK
| | - Fahimeh Afzaljavan
- Clinical Research Development Unit, Imam Reza Hospital, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
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Khorshid Shamshiri A, Alidoust M, Hemmati Nokandei M, Pasdar A, Afzaljavan F. Genetic architecture of mammographic density as a risk factor for breast cancer: a systematic review. CLINICAL & TRANSLATIONAL ONCOLOGY : OFFICIAL PUBLICATION OF THE FEDERATION OF SPANISH ONCOLOGY SOCIETIES AND OF THE NATIONAL CANCER INSTITUTE OF MEXICO 2023; 25:1729-1747. [PMID: 36639603 DOI: 10.1007/s12094-022-03071-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Accepted: 12/30/2022] [Indexed: 01/15/2023]
Abstract
BACKGROUND Mammography Density (MD) is a potential risk marker that is influenced by genetic polymorphisms and can subsequently modulate the risk of breast cancer. This qualitative systematic review summarizes the genes and biological pathways involved in breast density and discusses the potential clinical implications in view of the genetic risk profile for breast density. METHODS The terms related to "Common genetic variations" and "Breast density" were searched in Scopus, PubMed, and Web of Science databases. Gene pathways analysis and assessment of protein interactions were also performed. RESULTS Eighty-six studies including 111 genes, reported a significant association between mammographic density in different populations. ESR1, IGF1, IGFBP3, and ZNF365 were the most prevalent genes. Moreover, estrogen metabolism, signal transduction, and prolactin signaling pathways were significantly related to the associated genes. Mammography density was an associated phenotype, and eight out of 111 genes, including COMT, CYP19A1, CYP1B1, ESR1, IGF1, IGFBP1, IGFBP3, and LSP1, were modifiers of this trait. CONCLUSION Genes involved in developmental processes and the evolution of secondary sexual traits play an important role in determining mammographic density. Due to the effect of breast tissue density on the risk of breast cancer, these genes may also be associated with breast cancer risk.
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Affiliation(s)
- Asma Khorshid Shamshiri
- Department of Medical Genetics and Molecular Medicine, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
- Student Research Committee, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Maryam Alidoust
- Department of Medical Genetics and Molecular Medicine, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
- Student Research Committee, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Mahboubeh Hemmati Nokandei
- Department of Medical Genetics and Molecular Medicine, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
- Student Research Committee, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Alireza Pasdar
- Department of Medical Genetics and Molecular Medicine, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran.
- Division of Applied Medicine, Medical School, University of Aberdeen, Foresterhill, Aberdeen, AB25 2ZD, UK.
| | - Fahimeh Afzaljavan
- Clinical Research Development Unit, Faculty of Medicine, Imam Reza Hospital, Mashhad University of Medical Sciences, Mashhad, 917794-8564, Iran.
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Uzar I, Bogacz A, Sowińska-Przepiera E, Kotrych K, Wolek M, Sulikowski T, Kamiński A. The influence of ESR1 polymorphisms on selected hormonal, metabolic and mineral balance markers in women with hyperandrogenism. Sci Rep 2022; 12:19712. [PMID: 36385124 PMCID: PMC9668905 DOI: 10.1038/s41598-022-17383-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Accepted: 07/25/2022] [Indexed: 11/17/2022] Open
Abstract
Hyperandrogenism is the most common endocrine disorder in women, characterized by an imbalance in normal estrogen and androgen levels in the blood. Androgens influence bone mineral density, body mass composition, muscle mass, mental state, and the regulation of sexual function.. The aim of the study was to assess the effect of estrogen receptor α gene (ESR1) polymorphisms on selected markers of bone metabolism and hormonal parameters in women with hyperandrogenism. The study group included 80 young women with hyperandrogenism who underwent measurements of bone mineral density (BMD), and determination of hormonal and metabolic parameters. Enzyme immunoassays were used to measure leptin, sRANKL (soluble receptor activator of nuclear factor-kB ligand), osteoprotegerin and 25-OH vitamin D total levels. An analysis of ESR1 gene polymorphisms was performed using the real-time PCR method. A relationship was demonstrated between the concentration of free estradiol (FEI) and the concentration of 17-OH-progesterone, and the ESR1 gene polymorphisms: rs3020314 (p = 0.031, p = 0.026 respectively) and rs1884051 (p = 0.033, p = 0.026 respectively). In conclusion, the ESR gene polymorphisms may be associated with hormonal disturbances in the concentration of estrogens and androgens, in hyperandrogenism in young women which may indirectly affect bone mineral density. However, no statistically significant relationships between the studied polymorphisms and the selected parameters of mineral metabolism have been demonstrated..
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Affiliation(s)
- Izabela Uzar
- Department of Pharmacology and Pharmacoeconomics, Pomeranian Medical University in Szczecin, 71-230, Szczecin, Poland
| | - Anna Bogacz
- Department of Stem Cells and Regenerative Medicine, Institute of Natural Fibers and Medicinal Plants, 62-064, Plewiska, Poland.
| | - Elżbieta Sowińska-Przepiera
- Department of Endocrinology, Metabolic Diseases, and Internal Diseases, Pomeranian Medical University in Szczecin, 71-252, Szczecin, Poland
| | - Katarzyna Kotrych
- Department of General and Dental Radiology, Pomeranian Medical University in Szczecin, 70-111, Szczecin, Poland
| | - Marlena Wolek
- Department of Stem Cells and Regenerative Medicine, Institute of Natural Fibers and Medicinal Plants, 62-064, Plewiska, Poland
| | - Tadeusz Sulikowski
- General, Mini-Invasive and Gastroenterogical Surgery Clinic, Pomeranian Medical University in Szczecin, 71-252, Szczecin, Poland
| | - Adam Kamiński
- Department of Orthopedics and Traumatology, Independent Public Clinical Hospital No. 1, Pomeranian Medical University, 71-252, Szczecin, Poland
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2q35-rs13387042 variant and the risk of breast cancer: a case-control study. Mol Biol Rep 2022; 49:3549-3557. [PMID: 35445312 DOI: 10.1007/s11033-022-07195-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2021] [Accepted: 01/25/2022] [Indexed: 10/18/2022]
Abstract
BACKGROUND Breast Cancer is the most frequent neoplasm diagnosed among women worldwide. Genetic background and lifestyle/environment play a significant role in the disease etiology. According to Genome-wide association studies, some single-nucleotide polymorphisms such as 2q35-rs13387042-(G/A) have been introduced to be associated with breast cancer risk and features. In this study, we aimed to evaluate the association between this variant and the risk of breast cancer in a cohort of Iranian women. METHODS Demographics and clinical information were collected by interview and using patients' medical records, respectively. DNA was extracted from 506 blood samples, including 184 patients and 322 controls, and genotyping was performed using allele specific-PCR. SPSS v16 was used for statistical analysis. RESULT Statistically significant association was observed between AA genotype and disease risk in all patients [padj = 0.048; ORadj = 2.13, 95% CI (1.01-4.50)] and also ER-positive breast cancers [padj = 0.015; ORadj = 2.12, 95% CI (1.16-3.88)]. There was no association between rs13387042 and histopathological characteristics of the disease. Furthermore, overall survival was not statistically associated with genotype and allelic models even after adjustment for stage and receptor status (p > 0.05). CONCLUSION There is a statistically significant association between 2q35-rs13387042 and breast cancer risk. rs13387042-AA genotype might be a risk-conferring factor for breast cancer development in the Iranian population. However, further consideration is suggested to confirm its role in risk assessment and probable association with other genetic markers.
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Liu R, Liu L, Bian Y, Zhang S, Wang Y, Chen H, Jiang X, Li G, Chen Q, Xue C, Li M, Liu L, Liu X, Ma S. The Dual Regulation Effects of ESR1/NEDD4L on SLC7A11 in Breast Cancer Under Ionizing Radiation. Front Cell Dev Biol 2022; 9:772380. [PMID: 35252218 PMCID: PMC8888677 DOI: 10.3389/fcell.2021.772380] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Accepted: 12/20/2021] [Indexed: 11/13/2022] Open
Abstract
Radiotherapy is one of the most important treatments for breast cancer. Ferroptosis is a recently recognized form of regulated cell death that is characterized by lipid peroxidation. However, whether ionizing radiation (IR) could induce ferroptosis in breast cancer and how it works remain unknown. Bioinformatics analysis were performed to screen ferroptosis-related genes differentially expressed in breast tumor tissue and normal tissue. Then, breast cancer cell lines with different estrogen receptor (ER) phenotypes were used for studies in vitro, including ER-positive (MCF-7 and ZR-75-1) and ER-negative (MDA-MB-231) cells. The dynamic changes of mRNA and protein levels were examined after x-ray of 8 Gy by qRT-PCR and Western blotting, respectively. Immunoprecipitation (IP) was used to explore the interaction between proteins. Luciferase assay was used to analyze the transcriptional regulation effect of ESR1 on SLC7A11. BODIPY C11 and trypan blue dyes were used to determine lipid peroxidation and cell death, respectively. The result showed that the ferroptosis-related gene SLC7A11 was higher in breast cancer tissues compared with normal tissues and associated with poor survival. A positive correlation exists between ESR1 and SLC7A11 expression. ESR1 promoted SLC7A11 expression at the early stage after IR. ESR1/SLC7A11 knockdown significantly enhanced IR-induced ferroptosis in ER-positive cells. At 12 h after IR, the IP data showed the interaction between E3 ubiquitin ligase NEDD4L and SLC7A11 increased, followed by the ubiquitylation and degradation of SLC7A11. Thus, SLC7A11 expression was regulated by both ESR1 and NEDD4L, in opposite ways. For the first time, we elucidated that ESR1 and NEDD4L functioned together after radiation treatment and finally induced ferroptosis in breast cancer cells, which provides novel insight into the guidance of clinical treatment of breast cancer.
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Affiliation(s)
- Rui Liu
- School of Public Health and Management, Wenzhou Medical University, Wenzhou, China.,NHC Key Laboratory of Radiobiology, School of Public Health of Jilin University, Changchun, China
| | - Lin Liu
- School of Public Health and Management, Wenzhou Medical University, Wenzhou, China
| | - Yan Bian
- School of Public Health and Management, Wenzhou Medical University, Wenzhou, China
| | - Shinan Zhang
- School of Public Health and Management, Wenzhou Medical University, Wenzhou, China
| | - Yue Wang
- School of Public Health and Management, Wenzhou Medical University, Wenzhou, China
| | - Huajian Chen
- School of Public Health and Management, Wenzhou Medical University, Wenzhou, China
| | - Xinyue Jiang
- School of Public Health and Management, Wenzhou Medical University, Wenzhou, China
| | - Guanghui Li
- School of Public Health and Management, Wenzhou Medical University, Wenzhou, China
| | - Qing Chen
- School of Public Health and Management, Wenzhou Medical University, Wenzhou, China
| | - Chang Xue
- School of Public Health and Management, Wenzhou Medical University, Wenzhou, China
| | - Mengke Li
- School of Public Health and Management, Wenzhou Medical University, Wenzhou, China
| | - Lianchang Liu
- NHC Key Laboratory of Radiobiology, School of Public Health of Jilin University, Changchun, China.,The Second Affiliated Hospital of Jilin University, Changchun, China
| | - Xiaodong Liu
- School of Public Health and Management, Wenzhou Medical University, Wenzhou, China.,Key Laboratory of Watershed Science and Health of Zhejiang Province, Wenzhou Medical University, Wenzhou, China
| | - Shumei Ma
- School of Public Health and Management, Wenzhou Medical University, Wenzhou, China.,NHC Key Laboratory of Radiobiology, School of Public Health of Jilin University, Changchun, China.,Key Laboratory of Watershed Science and Health of Zhejiang Province, Wenzhou Medical University, Wenzhou, China
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Alidoust M, Shamshiri AK, Tajbakhsh A, Gheibihayat SM, Mazloom SM, Alizadeh F, Pasdar A. The significant role of a functional polymorphism in the NF-κB1 gene in breast cancer: evidence from an Iranian cohort. Future Oncol 2021; 17:4895-4905. [PMID: 34730002 DOI: 10.2217/fon-2021-0197] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023] Open
Abstract
Aims: Breast cancer (BC) is one of the most common cancers among women. The influence of genetic variations on BC risk has been thus far assessed via genome-wide association studies. NF-κB has been recognized as a major player in BC progression. In this study, the association between rs28362491 and BC was evaluated in a population from northeastern Iran. Materials & methods: This study was conducted on 476 patients with BC and 524 healthy controls. The genotyping method used was an amplification-refractory mutation system. Results: The INS/DEL genotype conferred a statistically significant increased risk in patients in comparison with controls. Additionally, in the recessive model, INS/INS + INS/DEL versus DEL/DEL was statistically significant (OR = 0.34; 95% CI: 0.12-0.96; p = 0.042). Conclusion: This study found that rs28362491, as a susceptibility genetic factor, may affect BC risk in the Iranian population.
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Affiliation(s)
- Maryam Alidoust
- Department of Medical Genetics & Molecular Medicine, Mashhad University of Medical Sciences, Mashhad 9177948564, Iran.,Pharmaceutical Sciences Research Center, Shiraz University of Medical Sciences, Shiraz 17345-1583, Iran
| | - Asma Khorshid Shamshiri
- Department of Medical Genetics & Molecular Medicine, Mashhad University of Medical Sciences, Mashhad 9177948564, Iran.,Pharmaceutical Sciences Research Center, Shiraz University of Medical Sciences, Shiraz 17345-1583, Iran
| | - Amir Tajbakhsh
- Student Research Committee, Mashhad University of Medical Sciences, Mashhad 9177948564, Iran.,Pharmaceutical Sciences Research Center, Shiraz University of Medical Sciences, Shiraz 17345-1583, Iran
| | - Seyed Mohammad Gheibihayat
- Department of Medical Biotechnology, School of Medicine, Shahid Sadoughi University of Medical Sciences, Yazd 8915167426, Iran
| | - Seyed Mostafa Mazloom
- Department of Animal Science, Ferdowsi University of Mashhad, Mashhad 91779-48944, Iran
| | - Farzaneh Alizadeh
- Pharmaceutical Sciences Research Center, Shiraz University of Medical Sciences, Shiraz 17345-1583, Iran
| | - Alireza Pasdar
- Department of Medical Genetics & Molecular Medicine, Mashhad University of Medical Sciences, Mashhad 9177948564, Iran.,Division of Applied Medicine, University of Aberdeen, Foresterhill, Aberdeen, AB25 2ZD, UK.,Bioinformatics Research Group, Mashhad University of Medical Sciences, Mashhad, Iran
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