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Quan L, Chu X, Sun X, Wu T, Lyu Q. How Deepbics Quantifies Intensities of Transcription Factor-DNA Binding and Facilitates Prediction of Single Nucleotide Variant Pathogenicity With a Deep Learning Model Trained On ChIP-Seq Data Sets. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2023; 20:1594-1599. [PMID: 35471887 DOI: 10.1109/tcbb.2022.3170343] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
The binding of DNA sequences to cell type-specific transcription factors is essential for regulating gene expression in all organisms. Many variants occurring in these binding regions play crucial roles in human disease by disrupting the cis-regulation of gene expression. We first implemented a sequence-based deep learning model called deepBICS to quantify the intensity of transcription factors-DNA binding. The experimental results not only showed the superiority of deepBICS on ChIP-seq data sets but also suggested deepBICS as a language model could help the classification of disease-related and neutral variants. We then built a language model-based method called deepBICS4SNV to predict the pathogenicity of single nucleotide variants. The good performance of deepBICS4SNV on 2 tests related to Mendelian disorders and viral diseases shows the sequence contextual information derived from language models can improve prediction accuracy and generalization capability.
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Ghasemi M, Okay M, Turk S, Naeemaee R, Guver E, Malkan UY, Aksu S, Sayinalp N, Haznedaroglu IC. The impact of At1r inhibition via losartan on the anti-leukaemic effects of doxorubicin in acute myeloid leukaemia. J Renin Angiotensin Aldosterone Syst 2019; 20:1470320319851310. [PMID: 31117912 PMCID: PMC6537254 DOI: 10.1177/1470320319851310] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Introduction: Bone marrow renin–angiotensin system(RAS) modulates acute myeloid
leukaemia(AML).The aim of this study is to clarify the relationships between
RAS and AML, and to show the effect of losartan and doxorubicin treatment in
AML cell lines. Methods: AML cell lines including CESS, HL-60, MO-1, P31/FUJ, GDM-1 and KASUMI-3 were
used as models in this study. Results: After treating the six AML cell lines with a combination of losartan and
doxorubicin, they were divided into two groups based on their behaviour: one
became more sensitive to drug treatment (Group A) and the other had no
change observed in behaviour after drug treatment (Group B). In silico
analyses showed that Group A is involved in cellular apoptosis, while Group
B is involved in tumour angiogenesis further supporting the in vitro
results. Conclusion: The combined treatment of the AML cell lines with losartan and doxorubicin
resulted in an increase in sensitivity of some of the cell lines. Those
leukaemic cells are modulated via the induction of apoptosis, whereas the
other cells resistant to the drug treatment are closely related to tumour
angiogenesis indicating that RAS-AT1R seems to be differently expressed in
different leukaemic blast cells and tumour microenvironments.
Pharmaco-biological actions of RAS inhibitors may be different in distinct
leukaemic cells based on the pathological behaviour of AML genomic
subtypes.
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Affiliation(s)
- Mehdi Ghasemi
- 1 Faculty of Medicine, Department of Medical Microbiology, Lokman Hekim University, Turkey
| | - Mufide Okay
- 2 Faculty of Medicine, Department of Hematology, Hacettepe University, Turkey
| | - Seyhan Turk
- 3 Faculty of Pharmacy, Department of Biochemistry, Hacettepe University, Turkey
| | - Ronak Naeemaee
- 4 Department of Molecular Biology and Genetics, Bilkent University, Turkey
| | - Ebru Guver
- 4 Department of Molecular Biology and Genetics, Bilkent University, Turkey
| | - Umit Y Malkan
- 5 Dışkapı Yıldırım Beyazıt Training and Research Hospital, Department of Hematology, University of Health Sciences, Turkey
| | - Salih Aksu
- 2 Faculty of Medicine, Department of Hematology, Hacettepe University, Turkey
| | - Nilgun Sayinalp
- 2 Faculty of Medicine, Department of Hematology, Hacettepe University, Turkey
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Gorukmez O, Sag ŞO, Gorukmez Ö, Ture M, Topak A, Sahinturk S, Ozkaya G, Gulten T, Ali R, Yakut T. Association of the ACE I/D gene polymorphisms with JAK2V617F-positive polycythemia vera and essential thrombocythemia. Genet Test Mol Biomarkers 2015; 19:303-8. [PMID: 25955555 DOI: 10.1089/gtmb.2014.0334] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
The renin-angiotensin system contributes to cell growth, proliferation, and differentiation in the bone marrow. We investigated the role of the ACE I/D gene polymorphism in 108 polycythemia vera (PV) and essential thrombocytosis (ET) patients who were positive for the JAK2V617F mutation, with a thrombosis group (TG) of 95 patients who had a history of vascular events, but did not have a history of myeloproliferative neoplasms and compared these to a healthy control group (CG) of 72 subjects. In the patients, II genotype and I allele frequency (p=0.009, odds ratio [OR]=9.716, 95% confidence interval [CI]=1.242-76.00, p=0.004, OR=2.019, 95% CI=1.243-3.280, respectively) were found to be higher than those in the controls. The DD genotype (p=0.021, OR=0.491, 95% CI=0.268-0.899) and D allele (p=0.004, OR=0.495, 95% CI=0.305-0.805) were found to be correlated with a decreased risk of a myeloproliferative neoplasm. These findings support the hypothesis that the ACE II genotype and I allele may be related to increased risk of ET and PV. Conversely, the DD genotype and D allele may be related to decreased risk of ET and PV. The results also indicated that the ACE I/D gene polymorphism was independent of thrombosis formation.
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Affiliation(s)
- Orhan Gorukmez
- 1 Şevket Yılmaz Training and Research Hospital , Medical Genetics Unit, Bursa, Turkey
| | - Şebnem Ozemri Sag
- 2 Department of Medical Genetics, School of Medicine, Uludag University , Bursa, Turkey
| | - Özlem Gorukmez
- 2 Department of Medical Genetics, School of Medicine, Uludag University , Bursa, Turkey
| | - Mehmet Ture
- 2 Department of Medical Genetics, School of Medicine, Uludag University , Bursa, Turkey
| | - Ali Topak
- 2 Department of Medical Genetics, School of Medicine, Uludag University , Bursa, Turkey
| | - Serdar Sahinturk
- 2 Department of Medical Genetics, School of Medicine, Uludag University , Bursa, Turkey
| | - Güven Ozkaya
- 3 Department of Biostatistics, School of Medicine, Uludag University , Bursa, Turkey
| | - Tuna Gulten
- 2 Department of Medical Genetics, School of Medicine, Uludag University , Bursa, Turkey
| | - Rıdvan Ali
- 4 Division of Hematology, Department of Internal Medicine, School of Medicine, Uludag University , Bursa
| | - Tahsin Yakut
- 2 Department of Medical Genetics, School of Medicine, Uludag University , Bursa, Turkey
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Uz B, Tatonyan SÇ, Sayitoğlu M, Erbilgin Y, Hatırnaz O, Aksu S, Büyükaşık Y, Sayınalp N, Göker H, Ozcebe Oİ, Ozbek U, Haznedaroğlu IC. Local Renin-Angiotensin system in normal hematopoietic and multiple myeloma-related progenitor cells. Turk J Haematol 2014; 31:136-42. [PMID: 25035670 PMCID: PMC4102040 DOI: 10.4274/tjh.2013.0011] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2013] [Accepted: 04/17/2013] [Indexed: 12/01/2022] Open
Abstract
Objective: The prominent functions of the local renin-angiotensin system (RAS) in primitive hematopoiesis further support the hypothesis that local autocrine bone marrow RAS could also be active in neoplastic hematopoiesis. The aim of this study is to examine critical RAS elements in normal CD34+ hematopoietic stem cells and multiple myeloma (MM)-related progenitor cells. Materials and Methods: The study group comprised the total bone marrow cells (CBM) of 10 hematologically normal people, the CD34+ stem cell samples (CD34+CBM) of 9 healthy donors for allogeneic peripheral stem cell transplantation, and the CD34+ stem cell samples (CD34+MM) of 9 MM patients undergoing autologous peripheral stem cell transplantation. We searched for the gene expression of the major RAS components in healthy hematopoietic cells and myeloma cells by quantitative real-time polymerase chain reaction analysis. Results: RENIN, angiotensinogen (ANGTS), and angiotensin converting enzyme-I (ACE I) mRNA expression levels of CBM were significantly higher than those in myeloma patients (p=0.03, p=0.002, and p=0.0008, respectively). Moreover, RENIN and ANGTS mRNA expression levels were significantly higher in CD34+ stem cell samples of healthy allogeneic donors compared to those in myeloma patients (p=0.001 and p=0.01). However, ACE I expression levels were similar in CD34+CBM and CD34+MM hematopoietic cells (p=0.89). Conclusion: Although found to be lower than in the CBM and CD34+CBM hematopoietic cells, the local RAS components were also expressed in CD34+MM hematopoietic cells. This point should be kept in mind while focusing on the immunobiology of MM and the processing of autologous cells during the formation of transplantation treatment protocols.
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Affiliation(s)
- Burak Uz
- Hacettepe University Faculty of Medicine, Department of Internal Medicine, Division of Hematology, Ankara, Turkey
| | - Suzin Çatal Tatonyan
- İstanbul University, Institute for Experimental Medicine Research, Department of Genetics, İstanbul, Turkey
| | - Müge Sayitoğlu
- İstanbul University, Institute for Experimental Medicine Research, Department of Genetics, İstanbul, Turkey
| | - Yücel Erbilgin
- İstanbul University, Institute for Experimental Medicine Research, Department of Genetics, İstanbul, Turkey
| | - Ozden Hatırnaz
- İstanbul University, Institute for Experimental Medicine Research, Department of Genetics, İstanbul, Turkey
| | - Salih Aksu
- Hacettepe University Faculty of Medicine, Department of Internal Medicine, Division of Hematology, Ankara, Turkey
| | - Yahya Büyükaşık
- Hacettepe University Faculty of Medicine, Department of Internal Medicine, Division of Hematology, Ankara, Turkey
| | - Nilgün Sayınalp
- Hacettepe University Faculty of Medicine, Department of Internal Medicine, Division of Hematology, Ankara, Turkey
| | - Hakan Göker
- Hacettepe University Faculty of Medicine, Department of Internal Medicine, Division of Hematology, Ankara, Turkey
| | - Osman İ Ozcebe
- Hacettepe University Faculty of Medicine, Department of Internal Medicine, Division of Hematology, Ankara, Turkey
| | - Uğur Ozbek
- İstanbul University, Institute for Experimental Medicine Research, Department of Genetics, İstanbul, Turkey
| | - Ibrahim C Haznedaroğlu
- Hacettepe University Faculty of Medicine, Department of Internal Medicine, Division of Hematology, Ankara, Turkey
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Uz B, Tatonyan SC, Sayitoglu M, Erbilgin Y, Ng OH, Buyukasik Y, Sayinalp N, Aksu S, Goker H, Ozcebe OI, Ozbek U, Haznedaroglu IC. Local hematopoietic renin-angiotensin system in myeloid versus lymphoid hematological neoplastic disorders. J Renin Angiotensin Aldosterone Syst 2012; 14:308-14. [DOI: 10.1177/1470320312464677] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Affiliation(s)
- Burak Uz
- Hacettepe University, Department of Internal Medicine, Hematology Unit, Turkey
| | - Suzin Catal Tatonyan
- Istanbul University, Institute for Experimental Medicine Research, Genetics Department, Turkey
| | - Muge Sayitoglu
- Istanbul University, Institute for Experimental Medicine Research, Genetics Department, Turkey
| | - Yucel Erbilgin
- Istanbul University, Institute for Experimental Medicine Research, Genetics Department, Turkey
| | - Ozden Hatirnaz Ng
- Istanbul University, Institute for Experimental Medicine Research, Genetics Department, Turkey
| | - Yahya Buyukasik
- Hacettepe University, Department of Internal Medicine, Hematology Unit, Turkey
| | - Nilgun Sayinalp
- Hacettepe University, Department of Internal Medicine, Hematology Unit, Turkey
| | - Salih Aksu
- Hacettepe University, Department of Internal Medicine, Hematology Unit, Turkey
| | - Hakan Goker
- Hacettepe University, Department of Internal Medicine, Hematology Unit, Turkey
| | - Osman I Ozcebe
- Hacettepe University, Department of Internal Medicine, Hematology Unit, Turkey
| | - Ugur Ozbek
- Istanbul University, Institute for Experimental Medicine Research, Genetics Department, Turkey
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Beyazit Y, Purnak T, Guven GS, Haznedaroglu IC. Local bone marrow Renin-Angiotensin system and atherosclerosis. Cardiol Res Pract 2010; 2011:714515. [PMID: 21234405 PMCID: PMC3014698 DOI: 10.4061/2011/714515] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/28/2010] [Revised: 10/14/2010] [Accepted: 10/23/2010] [Indexed: 12/13/2022] Open
Abstract
Local hematopoietic bone marrow (BM) renin-angiotensin system (RAS) affects the growth, production, proliferation differentiation, and function of hematopoietic cells. Angiotensin II (Ang II), the dominant effector peptide of the RAS, regulates cellular growth in a wide variety of tissues in pathobiological states. RAS, especially Ang II and Ang II type 1 receptor (AT1R), has considerable proinflammatory and proatherogenic effects on the vessel wall, causing progression of atherosclerosis. Recent investigations, by analyzing several BM chimeric mice whose BM cells were positive or negative for AT1R, disclosed that AT1R in BM cells participates in the pathogenesis of atherosclerosis. Therefore, AT1R blocking not only in vascular cells but also in the BM could be an important therapeutic approach to prevent atherosclerosis. The aim of this paper is to review the function of local BM RAS in the pathogenesis of atherosclerosis.
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Affiliation(s)
- Yavuz Beyazit
- Department of Gastroenterology, Turkiye Yuksek Ihtisas Teaching and Research Hospital, 06100 Ankara, Turkey
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Haznedaroglu IC, Beyazit Y. Review: Pathobiological aspects of the local bone marrow renin-angiotensin system: a review. J Renin Angiotensin Aldosterone Syst 2010; 11:205-13. [DOI: 10.1177/1470320310379876] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023] Open
Abstract
The local haematopoietic bone marrow (BM) renin—angiotensin system (RAS) mediates pathobiological alterations of haematopoiesis in an autocrine/paracrine/intracrine fashion. Recent data further indicated the existence of angiotensin-converting enzyme (ACE) in human primitive lympho-haematopoietic cells, embryonic, foetal and adult haematopoietic tissues. Human umbilical cord blood cells also express renin, angiotensinogen, and ACE mRNAs. As ACE and other angiotensin peptides function in human haematopoietic stem cells (HSCs) throughout haematopoietic ontogeny and adulthood, local RAS could also have a function in HSC plasticity, and the development of haematological neoplastic disorders. The presence of ACE on leukaemic blast cells within leukaemic BM, on erythroleukaemic cells, ACE-expressing macrophages in lymph nodes of Hodgkin disease, renin activity in leukaemic blasts, angiotensin II as an autocrine growth factor for AML, increased renin gene activity during NUP98-HOXA9 enhanced blast formation, higher levels of BB9/ACE (+) AML isoforms, and altered JAK-STAT pathway as a link between RAS and leukaemia indicated the wide pathobiological aspects of local BM RAS. The comparable biological actions of local RASs throughout the human body (including myocardium, pancreas, pituitary gland, ovary and kidney) represent the true basis for the search of their prominence in tissue functions. Recent data and perspectives of the local BM RAS in health and disease are reviewed in this paper.
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Affiliation(s)
| | - Yavuz Beyazit
- Turkiye Yuksek Ihtisas Training and Research Hospital, Department of Gastroenterology, Ankara, Turkey,
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Sayitoglu M, Haznedaroğlu IC, Hatirnaz O, Erbilgin Y, Aksu S, Koca E, Adiguzel C, Bayik M, Akalin I, Gülbas Z, Akay M, Unal A, Kaynar L, Ovali E, Yilmaz M, Yenerel M, Dagdas S, Ozet G, Ar C, Aydin Y, Soysal T, Durgun B, Ozcebe O, Tukun A, Ilhan O, Ozbek U. Effects of Imatinib Mesylate on Renin–Angiotensin System (RAS) Activity during the Clinical Course of Chronic Myeloid Leukaemia. J Int Med Res 2009; 37:1018-28. [DOI: 10.1177/147323000903700406] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022] Open
Abstract
The renin–angiotensin system (RAS) is involved in cell growth, proliferation and differentiation in bone marrow in an autocrine–paracrine manner, and it modulates normal and neoplastic haematopoietic cell proliferation. This study aimed to assess expressions of the RAS components, renin, angiotensinogen and angiotensin-converting enzyme (ACE), during imatinib mesylate treatment of patients with chronic myeloid leukaemia (CML). Expressions of RAS components were studied in patients with CML at the time of diagnosis ( n = 83) and at 3, 6 and 12 months after diagnosis ( n = 35) by quantitative real-time polymerase chain reaction. De novo CML patients had increased ACE, angiotensinogen and renin mRNA levels and these expression levels decreased following administration of imatinib. The RAS activities were significantly different among Sokal risk groups of CML, highlighting the altered biological activity of RAS in neoplastic disorders. The results of this study confirm that haematopoietic RAS affects neoplastic cell production, which may be altered via administration of tyrosine kinase inhibitors such as imatinib mesylate.
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Affiliation(s)
- M Sayitoglu
- Department of Genetics, Institute for Experimental Medicine, Istanbul University, Istanbul, Turkey
| | - IC Haznedaroğlu
- Department of Internal Medicine, Haematology Division, Hacettepe University Medical Faculty, Ankara, Turkey
| | - O Hatirnaz
- Department of Genetics, Institute for Experimental Medicine, Istanbul University, Istanbul, Turkey
| | - Y Erbilgin
- Department of Genetics, Institute for Experimental Medicine, Istanbul University, Istanbul, Turkey
| | - S Aksu
- Department of Internal Medicine, Haematology Division, Hacettepe University Medical Faculty, Ankara, Turkey
| | - E Koca
- Department of Internal Medicine, Haematology Division, Hacettepe University Medical Faculty, Ankara, Turkey
| | - C Adiguzel
- Department of Internal Medicine, Haematology Division, Marmara University Medical Faculty, Istanbul, Turkey
| | - M Bayik
- Department of Internal Medicine, Haematology Division, Marmara School of Medicine Hospital, Istanbul, Turkey
| | - I Akalin
- Department of Internal Medicine, Haematology Division, Marmara University Medical Faculty, Istanbul, Turkey
| | | | | | - A Unal
- Department of Internal Medicine, Haematology Division, Osmangazi University Medical Faculty, Eskisehir, Turkey
| | - L Kaynar
- Department of Internal Medicine, Haematology Division, Osmangazi University Medical Faculty, Eskisehir, Turkey
| | - E Ovali
- Department of Internal Medicine, Haematology Division, Erciyes University Medical Faculty, Kayseri, Turkey
| | - M Yilmaz
- Department of Internal Medicine, Haematology Division, Erciyes University Medical Faculty, Kayseri, Turkey
| | - M Yenerel
- Department of Internal Medicine, Haematology Division, Karadeniz Technical University Medical Faculty, Trabzon, Turkey
| | - S Dagdas
- Department of Internal Medicine, Haematology Division, Istanbul University Medical Faculty, Istanbul, Turkey
| | - G Ozet
- Department of Internal Medicine, Haematology Division, Istanbul University Medical Faculty, Istanbul, Turkey
| | - C Ar
- Department of Internal Medicine, Haematology Division, Ankara Numune Hospital, Ankara, Turkey
| | - Y Aydin
- Department of Internal Medicine, Haematology Division, Ankara Numune Hospital, Ankara, Turkey
| | - T Soysal
- Department of Internal Medicine, Haematology Division, Ankara Numune Hospital, Ankara, Turkey
| | - B Durgun
- Department of Internal Medicine, Haematology Division, Istanbul University Cerrahpaşa Medical Faculty, Istanbul, Turkey
| | - O Ozcebe
- Department of Internal Medicine, Haematology Division, Hacettepe University Medical Faculty, Ankara, Turkey
| | - A Tukun
- Medical Department, Novartis Oncology Turkey, Istanbul, Turkey
| | - O Ilhan
- Department of Internal Medicine, Genetics Division, Ankara University Medical Faculty, Ankara, Turkey
| | - U Ozbek
- Department of Genetics, Institute for Experimental Medicine, Istanbul University, Istanbul, Turkey
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