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Karam-Palos S, Andrés-Blasco I, Campos-Borges C, Zanón-Moreno V, Gallego-Martínez A, Alegre-Ituarte V, García-Medina JJ, Pastor-Idoate S, Sellés-Navarro I, Vila-Arteaga J, Lleó-Perez AV, Pinazo-Durán MD. Oxidative Stress Mediates Epigenetic Modifications and the Expression of miRNAs and Genes Related to Apoptosis in Diabetic Retinopathy Patients. J Clin Med 2023; 13:74. [PMID: 38202081 PMCID: PMC10780047 DOI: 10.3390/jcm13010074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Revised: 12/17/2023] [Accepted: 12/19/2023] [Indexed: 01/12/2024] Open
Abstract
Knowledge on the underlying mechanisms and molecular targets for managing the ocular complications of type 2 diabetes mellitus (T2DM) remains incomplete. Diabetic retinopathy (DR) is a major cause of irreversible visual disability worldwide. By using ophthalmological and molecular-genetic approaches, we gathered specific information to build a data network for deciphering the crosslink of oxidative stress (OS) and apoptosis (AP) processes, as well as to identify potential epigenetic modifications related to noncoding RNAs in the eyes of patients with T2DM. A total of 120 participants were recruited, being classified into two groups: individuals with T2MD (T2MDG, n = 67), divided into a group of individuals with (+DR, n = 49) and without (-DR, n = 18) DR, and a control group (CG, n = 53). Analyses of compiled data reflected significantly higher plasma levels of malondialdehyde (MDA), superoxide dismutase (SOD), and glutathione peroxidase (GPx) and significantly lower total antioxidant capacity (TAC) in the +DR patients compared with the -DR and the CG groups. Furthermore, the plasma caspase-3 (CAS3), highly involved in apoptosis (AP), showed significantly higher values in the +DR group than in the -DR patients. The microRNAs (miR) hsa-miR 10a-5p and hsa-miR 15b-5p, as well as the genes BCL2L2 and TP53 involved in these pathways, were identified in relation to DR clinical changes. Our data suggest an interaction between OS and the above players in DR pathogenesis. Furthermore, potential miRNA-regulated target genes were identified in relation to DR. In this concern, we may raise new diagnostic and therapeutic challenges that hold the potential to significantly improve managing the diabetic eye.
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Affiliation(s)
- Sarah Karam-Palos
- Ophthalmic Research Unit “Santiago Grisolía”/FISABIO, 46017 Valencia, Spain; (S.K.-P.); (I.A.-B.); (C.C.-B.); (V.A.-I.); (A.V.L.-P.)
- Cellular and Molecular Ophthalmo-Biology Group, Department of Surgery, University of Valencia, 46010 Valencia, Spain
- Department of Ophthalmology, University Hospital “Arnau de Vilanova”, 25196 Valencia, Spain
| | - Irene Andrés-Blasco
- Ophthalmic Research Unit “Santiago Grisolía”/FISABIO, 46017 Valencia, Spain; (S.K.-P.); (I.A.-B.); (C.C.-B.); (V.A.-I.); (A.V.L.-P.)
- Cellular and Molecular Ophthalmo-Biology Group, Department of Surgery, University of Valencia, 46010 Valencia, Spain
- Net of Research in Inflammatory Diseases and Immunopathology of Organs and Systems “REI-RICORS” RD, Institute of Health Carlos III, 28029 Madrid, Spain; (J.J.G.-M.); (S.P.-I.); (I.S.-N.)
| | - Cristina Campos-Borges
- Ophthalmic Research Unit “Santiago Grisolía”/FISABIO, 46017 Valencia, Spain; (S.K.-P.); (I.A.-B.); (C.C.-B.); (V.A.-I.); (A.V.L.-P.)
- Cellular and Molecular Ophthalmo-Biology Group, Department of Surgery, University of Valencia, 46010 Valencia, Spain
- Institute of Biotechnology, University of Porto, 4169-007 Porto, Portugal
| | - Vicente Zanón-Moreno
- Ophthalmic Research Unit “Santiago Grisolía”/FISABIO, 46017 Valencia, Spain; (S.K.-P.); (I.A.-B.); (C.C.-B.); (V.A.-I.); (A.V.L.-P.)
- Cellular and Molecular Ophthalmo-Biology Group, Department of Surgery, University of Valencia, 46010 Valencia, Spain
- Net of Research in Inflammatory Diseases and Immunopathology of Organs and Systems “REI-RICORS” RD, Institute of Health Carlos III, 28029 Madrid, Spain; (J.J.G.-M.); (S.P.-I.); (I.S.-N.)
- Department of Preventive Medicine and Public Health, University of Valencia, 46010 Valencia, Spain
| | - Alex Gallego-Martínez
- Ophthalmic Research Unit “Santiago Grisolía”/FISABIO, 46017 Valencia, Spain; (S.K.-P.); (I.A.-B.); (C.C.-B.); (V.A.-I.); (A.V.L.-P.)
- Cellular and Molecular Ophthalmo-Biology Group, Department of Surgery, University of Valencia, 46010 Valencia, Spain
| | - Victor Alegre-Ituarte
- Ophthalmic Research Unit “Santiago Grisolía”/FISABIO, 46017 Valencia, Spain; (S.K.-P.); (I.A.-B.); (C.C.-B.); (V.A.-I.); (A.V.L.-P.)
- Cellular and Molecular Ophthalmo-Biology Group, Department of Surgery, University of Valencia, 46010 Valencia, Spain
| | - Jose J. García-Medina
- Net of Research in Inflammatory Diseases and Immunopathology of Organs and Systems “REI-RICORS” RD, Institute of Health Carlos III, 28029 Madrid, Spain; (J.J.G.-M.); (S.P.-I.); (I.S.-N.)
- Department of Ophthalmology, University Hospital “Morales Meseguer”, 30008 Murcia, Spain
- Department of Surgery, Pediatrics, Obstetrics and Ginecology, Faculty of Medicine, University of Murcia, 30100 Murcia, Spain
| | - Salvador Pastor-Idoate
- Net of Research in Inflammatory Diseases and Immunopathology of Organs and Systems “REI-RICORS” RD, Institute of Health Carlos III, 28029 Madrid, Spain; (J.J.G.-M.); (S.P.-I.); (I.S.-N.)
- Institute of Applied Ophthalmobiology “IOBA”, University of Valladolid, 47002 Valladolid, Spain
- Department of Ophthalmology, University Clinic Hospital of Valladolid, 47003 Valladolid, Spain
| | - Inmaculada Sellés-Navarro
- Net of Research in Inflammatory Diseases and Immunopathology of Organs and Systems “REI-RICORS” RD, Institute of Health Carlos III, 28029 Madrid, Spain; (J.J.G.-M.); (S.P.-I.); (I.S.-N.)
- Department of Surgery, Pediatrics, Obstetrics and Ginecology, Faculty of Medicine, University of Murcia, 30100 Murcia, Spain
- Department of Ophthalmology, University Hospital “Reina Sofia”, 30003 Murcia, Spain
| | - Jorge Vila-Arteaga
- Department of Ophthalmology, University and Polyclinic Hospital “La Fé”, 46026 Valencia, Spain;
- Innova Ocular Vila Clinic, 46004 Valencia, Spain
| | - Antonio V. Lleó-Perez
- Ophthalmic Research Unit “Santiago Grisolía”/FISABIO, 46017 Valencia, Spain; (S.K.-P.); (I.A.-B.); (C.C.-B.); (V.A.-I.); (A.V.L.-P.)
- Cellular and Molecular Ophthalmo-Biology Group, Department of Surgery, University of Valencia, 46010 Valencia, Spain
- Department of Ophthalmology, University Hospital “Arnau de Vilanova”, 25196 Valencia, Spain
| | - Maria D. Pinazo-Durán
- Ophthalmic Research Unit “Santiago Grisolía”/FISABIO, 46017 Valencia, Spain; (S.K.-P.); (I.A.-B.); (C.C.-B.); (V.A.-I.); (A.V.L.-P.)
- Cellular and Molecular Ophthalmo-Biology Group, Department of Surgery, University of Valencia, 46010 Valencia, Spain
- Net of Research in Inflammatory Diseases and Immunopathology of Organs and Systems “REI-RICORS” RD, Institute of Health Carlos III, 28029 Madrid, Spain; (J.J.G.-M.); (S.P.-I.); (I.S.-N.)
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Laczik M, Erdős E, Ozgyin L, Hevessy Z, Csősz É, Kalló G, Nagy T, Barta E, Póliska S, Szatmári I, Bálint BL. Extensive proteome and functional genomic profiling of variability between genetically identical human B-lymphoblastoid cells. Sci Data 2022; 9:763. [PMID: 36496436 PMCID: PMC9741606 DOI: 10.1038/s41597-022-01871-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Accepted: 11/22/2022] [Indexed: 12/13/2022] Open
Abstract
In life-science research isogenic B-lymphoblastoid cell lines (LCLs) are widely known and preferred for their genetic stability - they are often used for studying mutations for example, where genetic stability is crucial. We have shown previously that phenotypic variability can be observed in isogenic B-lymphoblastoid cell lines. Isogenic LCLs present well-defined phenotypic differences on various levels, for example on the gene expression level or the chromatin level. Based on our investigations, the phenotypic variability of the isogenic LCLs is accompanied by certain genetic variation too. We have developed a compendium of LCL datasets that present the phenotypic and genetic variability of five isogenic LCLs from a multiomic perspective. In this paper, we present additional datasets generated with Next Generation Sequencing techniques to provide genomic and transcriptomic profiles (WGS, RNA-seq, single cell RNA-seq), protein-DNA interactions (ChIP-seq), together with mass spectrometry and flow cytometry datasets to monitor the changes in the proteome. We are sharing these datasets with the scientific community according to the FAIR principles for further investigations.
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Affiliation(s)
- Miklós Laczik
- grid.7122.60000 0001 1088 8582Genomic Medicine and Bioinformatic Core Facility, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, Debrecen, Egyetem tér 1., H-4032 Hungary
| | - Edina Erdős
- grid.7122.60000 0001 1088 8582Genomic Medicine and Bioinformatic Core Facility, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, Debrecen, Egyetem tér 1., H-4032 Hungary
| | - Lilla Ozgyin
- grid.7122.60000 0001 1088 8582Genomic Medicine and Bioinformatic Core Facility, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, Debrecen, Egyetem tér 1., H-4032 Hungary
| | - Zsuzsanna Hevessy
- grid.7122.60000 0001 1088 8582Department of Laboratory Medicine, Faculty of Medicine, University of Debrecen, Debrecen, Egyetem tér 1., H-4032 Hungary
| | - Éva Csősz
- grid.7122.60000 0001 1088 8582Proteomics Core Facility, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, Debrecen, Egyetem tér 1., H-4032 Hungary
| | - Gergő Kalló
- grid.7122.60000 0001 1088 8582Proteomics Core Facility, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, Debrecen, Egyetem tér 1., H-4032 Hungary
| | - Tibor Nagy
- grid.7122.60000 0001 1088 8582Genomic Medicine and Bioinformatic Core Facility, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, Debrecen, Egyetem tér 1., H-4032 Hungary ,grid.129553.90000 0001 1015 7851Department of Genetics and Genomics, Institute of Genetics and Biotechnology, Hungarian University of Agriculture and Life Sciences, Szent-Györgyi Albert út 4, Gödöllő, H-2100 Hungary
| | - Endre Barta
- grid.7122.60000 0001 1088 8582Genomic Medicine and Bioinformatic Core Facility, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, Debrecen, Egyetem tér 1., H-4032 Hungary ,grid.129553.90000 0001 1015 7851Department of Genetics and Genomics, Institute of Genetics and Biotechnology, Hungarian University of Agriculture and Life Sciences, Szent-Györgyi Albert út 4, Gödöllő, H-2100 Hungary
| | - Szilárd Póliska
- grid.7122.60000 0001 1088 8582Genomic Medicine and Bioinformatic Core Facility, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, Debrecen, Egyetem tér 1., H-4032 Hungary
| | - István Szatmári
- grid.7122.60000 0001 1088 8582Genomic Medicine and Bioinformatic Core Facility, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, Debrecen, Egyetem tér 1., H-4032 Hungary ,grid.7122.60000 0001 1088 8582Faculty of Pharmacy, University of Debrecen, Debrecen, Egyetem tér 1., H-4032 Hungary
| | - Bálint László Bálint
- grid.7122.60000 0001 1088 8582Genomic Medicine and Bioinformatic Core Facility, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, Debrecen, Egyetem tér 1., H-4032 Hungary ,grid.11804.3c0000 0001 0942 9821Department of Bioinformatics, Semmelweis University, Budapest, Tűzoltó utca 7-9., H-1094 Hungary
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Ginkgo Biloba Leaf Extract Improves an Innate Immune Response of Peripheral Blood Leukocytes of Alzheimer's Disease Patients. Nutrients 2022; 14:nu14102022. [PMID: 35631163 PMCID: PMC9147830 DOI: 10.3390/nu14102022] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 05/05/2022] [Accepted: 05/09/2022] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND One of the main features of Alzheimer's disease (AD) pathology is failure in innate immune response and chronic inflammation. Lack of effective AD treatment means that more attention is paid to alternative therapy and drugs of natural origin, such as extract of Ginkgo biloba (EGb). The purpose of this study was to investigate the effect of EGb on the mechanisms of innate immune response of peripheral blood leukocytes (PBLs) in AD patients. METHODS In AD patients and healthy-age matched controls, the effect of EGb on two of innate immune reactions, i.e., PBLs resistance to viral infection ex vivo and production of cytokines, namely TNF-α, IFN-γ, IL-1β, IL-10, IL-15, and IFN-α, were investigated. The influence of EGb on inflammatory-associated genes expression that regulate innate immune response to viral infection and cytokine production, namely IRF-3, IRF-7, tetherin, SOCS1, SOCS3, NFKB1, p65, and MxA was also examined. RESULTS A beneficial effect of EGb especially in AD women was observed. EGb decreased production of TNF-α, IFN-γ, and IL-10 and increased IL-15 and IL-1β. The effect was more pronouncement in AD group. EGb also downregulated expression of investigated genes. CONCLUSIONS EGb may have an advantageous properties for health management in elderly and AD sufferers but especially in women with AD. Improving peripheral innate immune cells' activity by adding EGb as accompanying treatment in AD may be, in the long term, a good course to modify the disease progression.
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Skol AD, Jung SC, Sokovic AM, Chen S, Fazal S, Sosina O, Borkar PP, Lin A, Sverdlov M, Cao D, Swaroop A, Bebu I, Stranger BE, Grassi MA. Integration of genomics and transcriptomics predicts diabetic retinopathy susceptibility genes. eLife 2020; 9:59980. [PMID: 33164750 PMCID: PMC7728435 DOI: 10.7554/elife.59980] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2020] [Accepted: 11/06/2020] [Indexed: 02/06/2023] Open
Abstract
We determined differential gene expression in response to high glucose in lymphoblastoid cell lines derived from matched individuals with type 1 diabetes with and without retinopathy. Those genes exhibiting the largest difference in glucose response were assessed for association with diabetic retinopathy in a genome-wide association study meta-analysis. Expression quantitative trait loci (eQTLs) of the glucose response genes were tested for association with diabetic retinopathy. We detected an enrichment of the eQTLs from the glucose response genes among small association p-values and identified folliculin (FLCN) as a susceptibility gene for diabetic retinopathy. Expression of FLCN in response to glucose was greater in individuals with diabetic retinopathy. Independent cohorts of individuals with diabetes revealed an association of FLCN eQTLs with diabetic retinopathy. Mendelian randomization confirmed a direct positive effect of increased FLCN expression on retinopathy. Integrating genetic association with gene expression implicated FLCN as a disease gene for diabetic retinopathy. One of the side effects of diabetes is loss of vision from diabetic retinopathy, which is caused by injury to the light sensing tissue in the eye, the retina. Almost all individuals with diabetes develop diabetic retinopathy to some extent, and it is the leading cause of irreversible vision loss in working-age adults in the United States. How long a person has been living with diabetes, the extent of increased blood sugars and genetics all contribute to the risk and severity of diabetic retinopathy. Unfortunately, virtually no genes associated with diabetic retinopathy have yet been identified. When a gene is activated, it produces messenger molecules known as mRNA that are used by cells as instructions to produce proteins. The analysis of mRNA molecules, as well as genes themselves, can reveal the role of certain genes in disease. The studies of all genes and their associated mRNAs are respectively called genomics and transcriptomics. Genomics reveals what genes are present, while transcriptomics shows how active genes are in different cells. Skol et al. developed methods to study genomics and transcriptomics together to help discover genes that cause diabetic retinopathy. Genes involved in how cells respond to high blood sugar were first identified using cells grown in the lab. By comparing the activity of these genes in people with and without retinopathy the study identified genes associated with an increased risk of retinopathy in diabetes. In people with retinopathy, the activity of the folliculin gene (FLCN) increased more in response to high blood sugar. This was further verified with independent groups of people and using computer models to estimate the effect of different versions of the folliculin gene. The methods used here could be applied to understand complex genetics in other diseases. The results provide new understanding of the effects of diabetes. They may also help in the development of new treatments for diabetic retinopathy, which are likely to improve on the current approach of using laser surgery or injections into the eye.
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Affiliation(s)
- Andrew D Skol
- Department of Pathology and Laboratory Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, United States
| | - Segun C Jung
- Research and Development, NeoGenomics Laboratories, Aliso Viejo, United States
| | | | - Siquan Chen
- Cellular Screening Center, Office of Shared Research Facilities, The University of Chicago, Chicago, United States
| | - Sarah Fazal
- Cellular Screening Center, Office of Shared Research Facilities, The University of Chicago, Chicago, United States
| | - Olukayode Sosina
- Department of Biostatistics, Johns Hopkins University, Baltimore, United States.,National Eye Institute, National Institutes of Health (NIH), Bethesda, United States
| | | | - Amy Lin
- University of Illinois at Chicago, Chicago, United States
| | - Maria Sverdlov
- University of Illinois at Chicago, Chicago, United States
| | - Dingcai Cao
- University of Illinois at Chicago, Chicago, United States
| | - Anand Swaroop
- National Eye Institute, National Institutes of Health (NIH), Bethesda, United States
| | - Ionut Bebu
- The George Washington University, Biostatistics Center, Rockville, United States
| | | | - Barbara E Stranger
- Department of Pharmacology, Center for Genetic Medicine, Northwestern University Feinberg School of Medicine, Chicago, United States
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Elucidating the mechanism of action of alpha-1-antitrypsin using retinal pigment epithelium cells exposed to high glucose. Potential use in diabetic retinopathy. PLoS One 2020; 15:e0228895. [PMID: 32032388 PMCID: PMC7006930 DOI: 10.1371/journal.pone.0228895] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2019] [Accepted: 01/24/2020] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Alpha-1-antitrypsin is a protein involved in avoidance of different processes that are seen in diabetic retinopathy pathogenesis. These processes include apoptosis, extracellular matrix remodeling and damage of vessel walls and capillaries. Furthermore, because of its anti-inflammatory effects, alpha-1-antitrypsin has been proposed as a possible therapeutic approach for diabetic retinopathy. Our group tested alpha-1-antitrypsin in a type 1 diabetes mouse model and observed a reduction of inflammation and retinal neurodegeneration. Thus, shedding light on the mechanism of action of alpha-1-antitrypsin at molecular level may explain how it works in the diabetic retinopathy context and show its potential for use in other retinal diseases. METHODS In this work, we evaluated alpha-1-antitrypsin in an ARPE-19 human cell line exposed to high glucose. We explored the expression of different mediators on signaling pathways related to pro-inflammatory cytokines production, glucose metabolism, epithelial-mesenchymal transition and other proteins involved in the normal function of retinal pigment epithelium by RT-qPCR and Western Blot. RESULTS We obtained different expression patterns for evaluated mediators altered with high glucose exposure and corrected with the use of alpha-1-antitrypsin. CONCLUSIONS The expression profile obtained in vitro for the evaluated proteins and mRNA allowed us to explain our previous results obtained on mouse models and to hypothesize how alpha-1-antitrypsin hinder diabetic retinopathy progression on a complex network between different signaling pathways. GENERAL SIGNIFICANCE This network helps to understand the way alpha-1-antitrypsin works in diabetic retinopathy and its scope of action.
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Extensive epigenetic and transcriptomic variability between genetically identical human B-lymphoblastoid cells with implications in pharmacogenomics research. Sci Rep 2019; 9:4889. [PMID: 30894562 PMCID: PMC6426863 DOI: 10.1038/s41598-019-40897-9] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2018] [Accepted: 02/20/2019] [Indexed: 12/12/2022] Open
Abstract
Genotyped human B-lymphoblastoid cell lines (LCLs) are widely used models in mapping quantitative trait loci for chromatin features, gene expression, and drug response. The extent of genotype-independent functional genomic variability of the LCL model, although largely overlooked, may inform association study design. In this study, we use flow cytometry, chromatin immunoprecipitation sequencing and mRNA sequencing to study surface marker patterns, quantify genome-wide chromatin changes (H3K27ac) and transcriptome variability, respectively, among five isogenic LCLs derived from the same individual. Most of the studied LCLs were non-monoclonal and had mature B cell phenotypes. Strikingly, nearly one-fourth of active gene regulatory regions showed significantly variable H3K27ac levels, especially enhancers, among which several were classified as clustered enhancers. Large, contiguous genomic regions showed signs of coordinated activity change. Regulatory differences were mirrored by mRNA expression changes, preferentially affecting hundreds of genes involved in specialized cellular processes including immune and drug response pathways. Differential expression of DPYD, an enzyme involved in 5-fluorouracil (5-FU) catabolism, was associated with variable LCL growth inhibition mediated by 5-FU. The extent of genotype-independent functional genomic variability might highlight the need to revisit study design strategies for LCLs in pharmacogenomics.
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Shin JH, Lee KM, Shin J, Kang KD, Nho CW, Cho YS. Genetic risk score combining six genetic variants associated with the cellular NRF2 expression levels correlates with Type 2 diabetes in the human population. Genes Genomics 2019; 41:537-545. [PMID: 30767168 DOI: 10.1007/s13258-019-00791-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2018] [Accepted: 01/29/2019] [Indexed: 12/13/2022]
Abstract
BACKGROUND Type 2 diabetes (T2D) is known as an inflammatory disease. NRF2 (Nuclear Factor Erythroid 2 Like2) encodes a transcription factor that binds to antioxidant response elements (AREs) and regulates the expression of genes involved in many antioxidant responses. OBJECTIVE This study aimed to gain insight into individual anti-inflammatory activity to prevent T2D development in humans. METHODS We performed a genome-wide association study (GWAS) to identify genetic variants influencing NRF2 expression in LCLs (lymphoblastoid cell lines) generated from 74 different individuals. Association analyses between T2D or its related traits and genetic risk score (GRS) calculated by combining genetic variants detected from GWAS for cellular NRF2 expression were performed using data from 8715 subjects. The T2D prediction model using GRS was evaluated by measuring the area under the curve (AUC) of the receiver operating characteristics (ROC) curve. RESULTS Our GWAS identified six genetic variants (SNP) showing suggestive evidence of associations with cellular NRF2 expression (P < 10- 6). Logistic regression analysis demonstrated that GRS was associated with an increased risk of T2D (P value = 0.003, OR = 1.13). In addition, linear regression analyses showed positive associations between GRS and fasting glucose (P value = 0.028, β = 0.62), 2-h glucose (P value = 0.0004, β = 1.13) and HbA1C (P value = 0.033, β = 0.03). In the T2D prediction model using GRS, the AUC of the ROC curve was 0.69. CONCLUSION This study highlights genetic variants associated with cellular NRF2 expression and suggests that the GRS of NRF2 expression-associated variants is likely to be a useful indicator of T2D development in the human population.
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Affiliation(s)
- Jae Hun Shin
- Department of Biomedical Science, Hallym University, Chuncheon, 200-702, Gangwon-do, Republic of Korea
| | - Kyung-Mi Lee
- Convergence Research Center for Smart Farm Solution, Korea Institute of Science and Technology, Gangneung, Republic of Korea.,Natural Products Research Center, Korea Institute of Science and Technology, Gangneung, Republic of Korea
| | - Jimin Shin
- Convergence Research Center for Smart Farm Solution, Korea Institute of Science and Technology, Gangneung, Republic of Korea.,Natural Products Research Center, Korea Institute of Science and Technology, Gangneung, Republic of Korea
| | - Kui Dong Kang
- Department of Ophthalmology, The Catholic University of Korea Incheon St. Mary's Hospital, Incheon, Republic of Korea
| | - Chu Won Nho
- Convergence Research Center for Smart Farm Solution, Korea Institute of Science and Technology, Gangneung, Republic of Korea.,Natural Products Research Center, Korea Institute of Science and Technology, Gangneung, Republic of Korea
| | - Yoon Shin Cho
- Department of Biomedical Science, Hallym University, Chuncheon, 200-702, Gangwon-do, Republic of Korea.
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