1
|
Murray K, Oldfield L, Stefanova I, Gentiluomo M, Aretini P, O'Sullivan R, Greenhalf W, Paiella S, Aoki MN, Pastore A, Birch-Ford J, Rao BH, Uysal-Onganer P, Walsh CM, Hanna GB, Narang J, Sharma P, Campa D, Rizzato C, Turtoi A, Sever EA, Felici A, Sucularli C, Peduzzi G, Öz E, Sezerman OU, Van der Meer R, Thompson N, Costello E. Biomarkers, omics and artificial intelligence for early detection of pancreatic cancer. Semin Cancer Biol 2025; 111:76-88. [PMID: 39986585 DOI: 10.1016/j.semcancer.2025.02.009] [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: 11/29/2024] [Revised: 02/13/2025] [Accepted: 02/17/2025] [Indexed: 02/24/2025]
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is frequently diagnosed in its late stages when treatment options are limited. Unlike other common cancers, there are no population-wide screening programmes for PDAC. Thus, early disease detection, although urgently needed, remains elusive. Individuals in certain high-risk groups are, however, offered screening or surveillance. Here we explore advances in understanding high-risk groups for PDAC and efforts to implement biomarker-driven detection of PDAC in these groups. We review current approaches to early detection biomarker development and the use of artificial intelligence as applied to electronic health records (EHRs) and social media. Finally, we address the cost-effectiveness of applying biomarker strategies for early detection of PDAC.
Collapse
Affiliation(s)
- Kate Murray
- Liverpool Experimental Cancer Medicine Centre, University of Liverpool, Liverpool, United Kingdom
| | - Lucy Oldfield
- Liverpool Experimental Cancer Medicine Centre, University of Liverpool, Liverpool, United Kingdom
| | - Irena Stefanova
- Liverpool Experimental Cancer Medicine Centre, University of Liverpool, Liverpool, United Kingdom
| | | | | | - Rachel O'Sullivan
- Liverpool Experimental Cancer Medicine Centre, University of Liverpool, Liverpool, United Kingdom
| | - William Greenhalf
- Liverpool Experimental Cancer Medicine Centre, University of Liverpool, Liverpool, United Kingdom
| | - Salvatore Paiella
- Pancreatic Surgery Unit, Department of Surgery, Dentistry, Paediatrics and Gynaecology, University of Verona, Italy
| | - Mateus N Aoki
- Laboratory for Applied Science and Technology in Health, Carlos Chagas Institute, Oswaldo Cruz Foundation (Fiocruz), Brazil
| | - Aldo Pastore
- Fondazione Pisana per la Scienza, Scuola Normale Superiore di Pisa, Italy
| | - James Birch-Ford
- Liverpool Experimental Cancer Medicine Centre, University of Liverpool, Liverpool, United Kingdom
| | - Bhavana Hemantha Rao
- Biomedical Centre, Faculty of Medicine in Pilsen, Charles University, Czech Republic
| | - Pinar Uysal-Onganer
- School of Life Sciences, Cancer Mechanisms and Biomarkers Group, The University of Westminster, United Kingdom
| | - Caoimhe M Walsh
- Department of Surgery and Cancer, Imperial College London, United Kingdom
| | - George B Hanna
- Department of Surgery and Cancer, Imperial College London, United Kingdom
| | | | | | | | | | - Andrei Turtoi
- Tumor Microenvironment and Resistance to Treatment Lab, Institut de Recherche en Cancérologie de Montpellier, INSERM U1194, Université de Montpellier, France
| | - Elif Arik Sever
- Institute of Health Sciences, Acibadem Mehmet Ali Aydinlar University, Turkiye
| | | | | | | | - Elif Öz
- Department of Biostatistics and Bioinformatics, Acibadem Mehmet Ali Aydinlar University, Turkiye
| | - Osman Uğur Sezerman
- Department of Biostatistics and Bioinformatics, Acibadem Mehmet Ali Aydinlar University, Turkiye
| | | | | | - Eithne Costello
- Liverpool Experimental Cancer Medicine Centre, University of Liverpool, Liverpool, United Kingdom.
| |
Collapse
|
2
|
Mortoglou M, Lian M, Miralles F, Dart DA, Uysal-Onganer P. miR-210 Mediated Hypoxic Responses in Pancreatic Ductal Adenocarcinoma. ACS OMEGA 2024; 9:47872-47883. [PMID: 39651070 PMCID: PMC11618397 DOI: 10.1021/acsomega.4c08947] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/30/2024] [Revised: 11/11/2024] [Accepted: 11/14/2024] [Indexed: 12/11/2024]
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is one among the most lethal malignancies due to its aggressive behavior and resistance to conventional therapies. Hypoxia significantly contributes to cancer progression and therapeutic resistance of PDAC. microRNAs (miRNAs/miRs) have emerged as critical regulators of various biological processes. miR-210 is known as the "hypoxamir" due to its prominent role in cellular responses to hypoxia. In this study, we investigated the multifaceted role of miR-210 in PDAC using miR-210 knockout (KO) cellular models to elucidate its functions under hypoxic conditions. Hypoxia-inducible factor-1α (HIF1-α), a key transcription factor activated in response to low oxygen levels, upregulates miR-210. miR-210 maintains cancer stem cell (CSC) phenotypes and promotes epithelial-mesenchymal transition (EMT), which is essential for tumor initiation, metastasis, and therapeutic resistance. Our findings demonstrate that miR-210 regulates the expression of CSC markers, such as CD24, CD44, and CD133, and EMT markers, including E-cadherin, Vimentin, and Snail. Specifically, depletion of miR-210 reversed EMT and CSC marker expression levels in hypoxic Panc-1 and MiaPaCa-2 PDAC cells. These regulatory actions facilitate a more invasive and treatment-resistant PDAC phenotype. Understanding the regulatory network involving miR-210 under hypoxic conditions may reveal new therapeutic targets for combating PDAC and improving patient outcomes. Our data suggest that miR-210 is a critical regulator of HIF1-α expression, EMT, and the stemness of PDAC cells in hypoxic environments.
Collapse
Affiliation(s)
- Maria Mortoglou
- Cancer
Mechanisms and Biomarkers Research Group, School of Life Sciences, University of Westminster, London W1W 6UW, U.K.
| | - Mutian Lian
- Cancer
Mechanisms and Biomarkers Research Group, School of Life Sciences, University of Westminster, London W1W 6UW, U.K.
| | - Francesc Miralles
- School
of Health and Medical Sciences, City St
George’s, University of London, Cranmer Terrace, London SW17 0RE, U.K.
| | - D. Alwyn Dart
- UCL
Cancer Institute, University College London, Paul O’Gorman Building, 72
Huntley Street, London WC1E 6DD, U.K.
| | - Pinar Uysal-Onganer
- Cancer
Mechanisms and Biomarkers Research Group, School of Life Sciences, University of Westminster, London W1W 6UW, U.K.
| |
Collapse
|
3
|
Shaikh MAJ, Babu MA, Ghaboura N, Altamimi ASA, Sharma P, Rani R, Rani GB, Lakhanpal S, Ali H, Balaraman AK, Rawat S, Alzarea SI, Kazmi I. Non-coding RNAs: Key regulators of CDK and Wnt/β-catenin signaling in cancer. Pathol Res Pract 2024; 263:155659. [PMID: 39461246 DOI: 10.1016/j.prp.2024.155659] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/29/2024] [Revised: 10/11/2024] [Accepted: 10/14/2024] [Indexed: 10/29/2024]
Abstract
Non-coding RNAs (ncRNAs) have become important modulators of gene expression and biological processes, contributing significantly to the initiation and spread of cancer. This study focuses on the complex interactions between ncRNAs and two major signaling pathways-Wnt/β-catenin signaling and cyclin-dependent kinase (CDK)-linked to cancer. We provide an overview of current research on the modulation of these pathways in many cancer types by distinct classes of ncRNAs, such as miRNAs, lncRNAs, and circRNAs. The review focuses on the processes by which ncRNAs regulate cancer cell survival, proliferation, and metastasis. These mechanical processes include CDK activity, the activation of the Wnt/β-catenin cascade and cell cycle advancement. We also discuss the importance of ncRNAs in drug resistance and treatment outcomes, as well as prognosis markers (diagnostic) and therapeutic targets for cancer. Understanding these complex regulatory networks may help in a large way to improve cancer research and diagnosis - but also perhaps treat patients more effectively.
Collapse
Affiliation(s)
| | - M Arockia Babu
- Institute of Pharmaceutical Research, GLA UNIVERSITY, Mathura, UP 281406, India
| | - Nehmat Ghaboura
- Department of Pharmaceutical Chemistry, College of Pharmacy, Prince Sattam Bin Abdulaziz University, Al Kharj 11942, Saudi Arabia
| | - Abdulmalik S A Altamimi
- Department of Pharmacy Practice, Pharmacy Program, Batterjee Medical College, P. O. Box 6231, Jeddah 21442, Saudi Arabia
| | - Pawan Sharma
- Department of Allied Healthcare and Sciences, Vivekananda Global University, Jaipur, Rajasthan 303012, India.
| | - Richa Rani
- University Centre for Research and Development, Chandigarh University, Mohali, Punjab 140413, India
| | - G B Rani
- KKR and KSR Institute of Technology and Sciences, Guntur, India
| | - Sorabh Lakhanpal
- Division of Research and Development, Lovely Professional University, Phagwara 144411, India
| | - Haider Ali
- Centre for Global Health Research, Saveetha Medical College, Saveetha Institute of Medical and Technical Sciences, India; Department of Pharmacology, Kyrgyz State Medical College, Bishkek, Kyrgyzstan
| | - Ashok Kumar Balaraman
- Research and Enterprise, University of Cyberjaya, Persiaran Bestari, Cyber 11, Cyberjaya, Selangor 63000, Malaysia
| | - Sushama Rawat
- Graphic Era (Deemed to be University), Clement Town, Dehradun 248002, India
| | - Sami I Alzarea
- Department of Pharmacology, College of Pharmacy, Jouf University, Sakaka, Al-Jouf 72341, Saudi Arabia
| | - Imran Kazmi
- Department of Biochemistry, Faculty of Science, King Abdulaziz University, Jeddah 21589, Saudi Arabia
| |
Collapse
|
4
|
Tang X, Ren Y, Zeng W, Feng X, He M, Lv Y, Li Y, He Y. MicroRNA-based interventions in aberrant cell cycle diseases: Therapeutic strategies for cancers, central nervous system disorders and comorbidities. Biomed Pharmacother 2024; 177:116979. [PMID: 38906026 DOI: 10.1016/j.biopha.2024.116979] [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: 04/25/2024] [Revised: 06/03/2024] [Accepted: 06/15/2024] [Indexed: 06/23/2024] Open
Abstract
Malignant tumors and central nervous system (CNS) disorders are intricately linked to a process known as "aberrant cell cycle re-entry," which plays a critical role in the progression of these diseases. Addressing the dysregulation in cell cycles offers a promising therapeutic approach for cancers and CNS disorders. MicroRNAs (miRNAs) play a crucial role as regulators of gene expression in cell cycle transitions, presenting a promising therapeutic avenue for treating these disorders and their comorbidities. This review consolidates the progress made in the last three years regarding miRNA-based treatments for diseases associated with aberrant cell cycle re-entry. It encompasses exploring fundamental mechanisms and signaling pathways influenced by miRNAs in cancers and CNS disorders, particularly focusing on the therapeutic effects of exosome-derived miRNAs. The review also identifies specific miRNAs implicated in comorbidity of cancers and CNS disorders, discusses the future potential of miRNA reagents in managing cell cycle-related diseases.
Collapse
Affiliation(s)
- Xiaojuan Tang
- Affiliated Hospital of Hunan Academy of Chinese Medicine, Hunan Academy of Chinese Medicine, Changsha, Hunan 410006, China; School of Biomedical Sciences Hunan University, Hunan University, Changsha, Hunan 410012, China.
| | - Yuan Ren
- Hunan University of Chinese Medicine, Changsha, Hunan 410208, China
| | - Wen Zeng
- Hunan University of Chinese Medicine, Changsha, Hunan 410208, China
| | - Xiaoting Feng
- Affiliated Hospital of Hunan Academy of Chinese Medicine, Hunan Academy of Chinese Medicine, Changsha, Hunan 410006, China
| | - Min He
- Hunan University of Chinese Medicine, Changsha, Hunan 410208, China
| | - Yuan Lv
- Affiliated Hospital of Hunan Academy of Chinese Medicine, Hunan Academy of Chinese Medicine, Changsha, Hunan 410006, China
| | - Yongmin Li
- Affiliated Hospital of Hunan Academy of Chinese Medicine, Hunan Academy of Chinese Medicine, Changsha, Hunan 410006, China
| | - Yongheng He
- Affiliated Hospital of Hunan Academy of Chinese Medicine, Hunan Academy of Chinese Medicine, Changsha, Hunan 410006, China; Hunan University of Chinese Medicine, Changsha, Hunan 410208, China.
| |
Collapse
|
5
|
Chen C, Demirkhanyan L, Gondi CS. The Multifaceted Role of miR-21 in Pancreatic Cancers. Cells 2024; 13:948. [PMID: 38891080 PMCID: PMC11172074 DOI: 10.3390/cells13110948] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Revised: 05/23/2024] [Accepted: 05/27/2024] [Indexed: 06/21/2024] Open
Abstract
With the lack of specific signs and symptoms, pancreatic ductal adenocarcinoma (PDAC) is often diagnosed at late metastatic stages, resulting in poor survival outcomes. Among various biomarkers, microRNA-21 (miR-21), a small non-coding RNA, is highly expressed in PDAC. By inhibiting regulatory proteins at the 3' untranslated regions (UTR), miR-21 holds significant roles in PDAC cell proliferation, epithelial-mesenchymal transition, angiogenesis, as well as cancer invasion, metastasis, and resistance therapy. We conducted a systematic search across major databases for articles on miR-21 and pancreatic cancer mainly published within the last decade, focusing on their diagnostic, prognostic, therapeutic, and biological roles. This rigorous approach ensured a comprehensive review of miR-21's multifaceted role in pancreatic cancers. In this review, we explore the current understandings and future directions regarding the regulation, diagnostic, prognostic, and therapeutic potential of targeting miR-21 in PDAC. This exhaustive review discusses the involvement of miR-21 in proliferation, epithelial-mesenchymal transition (EMT), apoptosis modulation, angiogenesis, and its role in therapy resistance. Also discussed in the review is the interplay between various molecular pathways that contribute to tumor progression, with specific reference to pancreatic ductal adenocarcinoma.
Collapse
Affiliation(s)
- Clare Chen
- Department of Internal Medicine, University of Illinois College of Medicine Peoria, Peoria, IL 61605, USA
| | - Lusine Demirkhanyan
- Department of Internal Medicine, University of Illinois College of Medicine Peoria, Peoria, IL 61605, USA
- Departments of Internal Medicine and Surgery, University of Illinois College of Medicine Peoria, Peoria, IL 61605, USA
| | - Christopher S. Gondi
- Department of Internal Medicine, University of Illinois College of Medicine Peoria, Peoria, IL 61605, USA
- Departments of Internal Medicine and Surgery, University of Illinois College of Medicine Peoria, Peoria, IL 61605, USA
- Departments of Internal Medicine, Surgery, and Health Science Education and Pathology, University of Illinois College of Medicine Peoria, Peoria, IL 61605, USA
- Health Care Engineering Systems Center, The Grainger College of Engineering, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| |
Collapse
|
6
|
Alavanda C, Dirimtekin E, Mortoglou M, Arslan Ates E, Guney AI, Uysal-Onganer P. BRCA Mutations and MicroRNA Expression Patterns in the Peripheral Blood of Breast Cancer Patients. ACS OMEGA 2024; 9:17217-17228. [PMID: 38645356 PMCID: PMC11025100 DOI: 10.1021/acsomega.3c10086] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/17/2023] [Revised: 03/08/2024] [Accepted: 03/27/2024] [Indexed: 04/23/2024]
Abstract
Breast cancer (BC) persists as the predominant malignancy globally, standing as the foremost cause of cancer-related mortality among women. Despite notable advancements in prevention and treatment, encompassing the incorporation of targeted immunotherapies, a continued imperative exists for the development of innovative methodologies. These methodologies would facilitate the identification of women at heightened risk, enhance the optimization of therapeutic approaches, and enable the vigilant monitoring of emergent treatment resistance. Circulating microRNAs (miRNAs), found either freely circulating in the bloodstream or encapsulated within extracellular vesicles, have exhibited substantial promise for diverse clinical applications. These applications range from diagnostic and prognostic assessments to predictive purposes. This study aimed to explore the potential associations between BRCA mutations and specific miRNAs (miR-21, miR-155, miR-126, and miR-200c) expression that are known to be dysregulated in BC patient samples. Our findings indicate a robust correlation between miRNA expression status and disease subtypes. We found a correlation between the expression status of miRNAs and distinct disease subtypes. Intriguingly, however, no significant associations were discerned between disease status, subtypes, or miRNA expression levels and the presence of BRCA mutations. To advance the validation of miRNAs as clinically relevant biomarkers, additional investigations within larger and meticulously selected patient cohorts are deemed imperative. These microRNA entities hold the potential to emerge as groundbreaking and readily accessible tools, poised for seamless integration into the landscape of clinical practice.
Collapse
Affiliation(s)
- Ceren Alavanda
- Department
of Medical Genetics, School of Medicine, Marmara University, 34854 Istanbul, Turkey
- Department
of Medical Genetics, Van Research and Training
Hospital, 10300 Van, Turkey
| | - Esra Dirimtekin
- Department
of Medical Genetics, School of Medicine, Marmara University, 34854 Istanbul, Turkey
| | - Maria Mortoglou
- Cancer
Mechanisms and Biomarkers Research Group, School of Life Sciences, University of Westminster, W1W 6UW London, U.K.
| | - Esra Arslan Ates
- Department
of Medical Genetics, Istanbul University-Cerrahpasa,
Cerrahpasa Faculty of Medicine, 34098 Istanbul, Turkey
| | - Ahmet Ilter Guney
- Department
of Medical Genetics, School of Medicine, Marmara University, 34854 Istanbul, Turkey
| | - Pinar Uysal-Onganer
- Cancer
Mechanisms and Biomarkers Research Group, School of Life Sciences, University of Westminster, W1W 6UW London, U.K.
| |
Collapse
|
7
|
Zhang Z, Mou L, Pu Z, Zhuang X. Construction of a hepatocytes-related and protein kinase-related gene signature in HCC based on ScRNA-Seq analysis and machine learning algorithm. J Physiol Biochem 2023; 79:771-785. [PMID: 37458958 DOI: 10.1007/s13105-023-00973-1] [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: 01/20/2023] [Accepted: 06/29/2023] [Indexed: 11/10/2023]
Abstract
With recent advancements in single-cell sequencing and machine learning methods, new insights into hepatocellular carcinoma (HCC) progression have been provided. Protein kinase-related genes (PKRGs) affect cell growth, differentiation, apoptosis, and signaling during HCC progression, making the predictive relevance of PKRGs in HCC highly necessary for personalized medicine. In this study, we analyzed single-cell data of HCC and used the machine learning method of LASSO regression to construct PKRG prediction models in six major cell types. CDK4 and AURKB were found to be the best PKRG prognostic signature for predicting the overall survival of HCC patients (including TCGA, ICGC, and GEO datasets) in hepatocytes. Independent clinical factors were further screened out using the COX regression method, and a nomogram combining PKRGs and cancer status was created. Treatment with Palbociclib (CDK4 Inhibitor) and Barasertib (AURKB Inhibitor) inhibited HCC cell migration. Patients classified as PKRG high- or low-risk groups showed different tumor mutation burdens, immune infiltrations, and gene enrichment. The PKRG high-risk group showed higher tumor mutation burdens and gene set enrichment analysis indicated that cell cycle, base excision repair, and RNA degradation pathways were more enriched in these patients. Additionally, the PKRG high-risk group demonstrated higher infiltration levels of Naïve CD8+ T cells, Endothelial cells, M2 macrophage, and Tregs than the low-risk group. In summary, this study established the hepatocytes-related PKRG signature for prognostic stratification at the single-cell level by using machine learning algorithms in HCC and identified potential HCC treatment targets based on the PKRG signature.
Collapse
Affiliation(s)
- Zhuoer Zhang
- The Second School of Clinical Medicine, Southern Medical University, Guangzhou, 510515, China
| | - Lisha Mou
- Shenzhen Institute of Translational Medicine, Health Science Center, The First Affiliated Hospital of Shenzhen University, Shenzhen Second People's Hospital, NO. 3002 Sungang Road, Shenzhen, 518035, Futian District, China
| | - Zuhui Pu
- Shenzhen Institute of Translational Medicine, Health Science Center, The First Affiliated Hospital of Shenzhen University, Shenzhen Second People's Hospital, NO. 3002 Sungang Road, Shenzhen, 518035, Futian District, China.
| | - Xiaoduan Zhuang
- Department of Gastroenterology, The Second School of Clinical Medicine, Southern Medical University, Guangzhou, 510000, China.
| |
Collapse
|
8
|
Dirimtekin E, Mortoglou M, Alavanda C, Benomar Yemlahi A, Arslan Ates E, Guney I, Uysal-Onganer P. miR-34a-FOXP1 Loop in Ovarian Cancer. ACS OMEGA 2023; 8:27743-27750. [PMID: 37546627 PMCID: PMC10399168 DOI: 10.1021/acsomega.3c03867] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Accepted: 07/10/2023] [Indexed: 08/08/2023]
Abstract
Ovarian cancer (OC) is the main cause of gynecological cancer mortality in most developed countries. microRNA (miR) expression dysregulation has been highlighted in human cancers, and miR-34a is found to be downregulated and associated with inhibition of tumor growth and invasion in several malignancies, including OC. The winged helix transcription factor forkhead box P1 (FOXP1) is reported as either an oncogene or tumor suppressor in various cancers. This study aimed to elucidate potential clinical and biological associations of miR-34a and transcription factor FOXP1 in OC. We investigated nine OC patients' blood samples and two OC cell lines (SKOV-3 and OVCAR-3) using quantitative real-time reverse transcription polymerase chain reaction (RT-qPCR) to determine both miR-34a and FOXP1 expressions. We have found that miR-34a and FOXP1 are reversely correlated in both in vitro and in vivo. Inhibition of miR-34a transiently led to upregulation of FOXP1 mRNA expression and increased cellular invasion in vitro. Our data indicate that miR-34a could be a potential biomarker for improving the diagnostic efficiency of OC, and miR-34a overexpression may reduce OC pathogenesis by targeting FOXP1.
Collapse
Affiliation(s)
- Esra Dirimtekin
- Department
of Medical Genetics, School of Medicine, Marmara University, 34854 Istanbul, Turkey
| | - Maria Mortoglou
- Cancer
Mechanisms and Biomarkers Research Group, School of Life Sciences, University of Westminster, W1W 6UW London, U.K.
| | - Ceren Alavanda
- Department
of Medical Genetics, School of Medicine, Marmara University, 34854 Istanbul, Turkey
- Department
of Medical Genetics, Van Training and Research Hospital, University of Health Sciences, 65170 Van, Turkey
| | - Asmaa Benomar Yemlahi
- Cancer
Mechanisms and Biomarkers Research Group, School of Life Sciences, University of Westminster, W1W 6UW London, U.K.
| | - Esra Arslan Ates
- Department
of Medical Genetics, Istanbul University-Cerrahpasa,
Cerrahpasa Faculty of Medicine, 34098 Istanbul, Turkey
| | - Ilter Guney
- Department
of Medical Genetics, School of Medicine, Marmara University, 34854 Istanbul, Turkey
| | - Pinar Uysal-Onganer
- Cancer
Mechanisms and Biomarkers Research Group, School of Life Sciences, University of Westminster, W1W 6UW London, U.K.
| |
Collapse
|