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Souri Z, Ahmadieh H. Exploring the connection between HLA class I and class II genotypes and diabetic retinopathy: A comprehensive review of experimental evidence. Exp Eye Res 2024; 248:110112. [PMID: 39326775 DOI: 10.1016/j.exer.2024.110112] [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: 03/22/2024] [Revised: 09/19/2024] [Accepted: 09/23/2024] [Indexed: 09/28/2024]
Abstract
Diabetic retinopathy (DR) is a microvascular complication associated with diabetes mellitus (DM). During the course of the disease, high blood glucose levels induce damage to the vasculature of the retina and promote neovascularization. Although numerous environmental risk factors have been associated with the emergence of DR, the role of genetics should not be underestimated. The human leukocyte antigen (HLA) plays a significant role in the regulation of the immune system. DR exhibits significant heterogeneity among patients, with differences in how the disease presents and progresses over time. The HLA gene, characterized by its extensive genetic variation, largely contributes to this diverse spectrum. Differences in HLA allele frequencies among healthy people, diabetic patients without retinopathy, and diabetic patients with different stages of retinopathy highlight the need for proper management of the disease. This comprehensive review outlines the current understanding of the relationship between HLA class I and class II variants and DR, shedding light on their potential significance as early onset indicators, prognostic indicators, and important risk factors for the development of this retinal condition.
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Affiliation(s)
- Zahra Souri
- Department of Cell and Molecular Biology and Microbiology, Biological Science and Technology, University of Isfahan, Isfahan, Iran.
| | - Hamid Ahmadieh
- Ophthalmic Research Center, Research Institute for Ophthalmology and Vision Science, Shahid Beheshti University of Medical Sciences, Tehran, Iran
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He B, Wang K, Xiang J, Bing P, Tang M, Tian G, Guo C, Xu M, Yang J. DGHNE: network enhancement-based method in identifying disease-causing genes through a heterogeneous biomedical network. Brief Bioinform 2022; 23:6712302. [PMID: 36151744 DOI: 10.1093/bib/bbac405] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Revised: 08/01/2022] [Accepted: 08/21/2022] [Indexed: 12/14/2022] Open
Abstract
The identification of disease-causing genes is critical for mechanistic understanding of disease etiology and clinical manipulation in disease prevention and treatment. Yet the existing approaches in tackling this question are inadequate in accuracy and efficiency, demanding computational methods with higher identification power. Here, we proposed a new method called DGHNE to identify disease-causing genes through a heterogeneous biomedical network empowered by network enhancement. First, a disease-disease association network was constructed by the cosine similarity scores between phenotype annotation vectors of diseases, and a new heterogeneous biomedical network was constructed by using disease-gene associations to connect the disease-disease network and gene-gene network. Then, the heterogeneous biomedical network was further enhanced by using network embedding based on the Gaussian random projection. Finally, network propagation was used to identify candidate genes in the enhanced network. We applied DGHNE together with five other methods into the most updated disease-gene association database termed DisGeNet. Compared with all other methods, DGHNE displayed the highest area under the receiver operating characteristic curve and the precision-recall curve, as well as the highest precision and recall, in both the global 5-fold cross-validation and predicting new disease-gene associations. We further performed DGHNE in identifying the candidate causal genes of Parkinson's disease and diabetes mellitus, and the genes connecting hyperglycemia and diabetes mellitus. In all cases, the predicted causing genes were enriched in disease-associated gene ontology terms and Kyoto Encyclopedia of Genes and Genomes pathways, and the gene-disease associations were highly evidenced by independent experimental studies.
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Affiliation(s)
- Binsheng He
- Academician Workstation, Changsha Medical University, Changsha 410219, China.,Hunan Key Laboratory of the Research and Development of Novel Pharmaceutical Preparations, Changsha Medical University, Changsha 410219, P. R. China.,School of pharmacy, Changsha Medical University, Changsha 410219, P. R. China
| | - Kun Wang
- School of Mathematical Sciences, Ocean University of China, Qingdao 266100, China
| | - Ju Xiang
- Academician Workstation, Changsha Medical University, Changsha 410219, China
| | - Pingping Bing
- Academician Workstation, Changsha Medical University, Changsha 410219, China.,Hunan Key Laboratory of the Research and Development of Novel Pharmaceutical Preparations, Changsha Medical University, Changsha 410219, P. R. China.,School of pharmacy, Changsha Medical University, Changsha 410219, P. R. China
| | - Min Tang
- School of Life Sciences, Jiangsu University, Zhenjiang 212001, Jiangsu, China
| | - Geng Tian
- Geneis (Beijing) Co., Ltd., Beijing 100102, China
| | - Cheng Guo
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, 10032, USA
| | - Miao Xu
- Broad institute of MIT and Harvard, 415 Main Street, Cambridge, MA 02142, USA
| | - Jialiang Yang
- Academician Workstation, Changsha Medical University, Changsha 410219, China.,Hunan Key Laboratory of the Research and Development of Novel Pharmaceutical Preparations, Changsha Medical University, Changsha 410219, P. R. China.,School of pharmacy, Changsha Medical University, Changsha 410219, P. R. China.,Geneis (Beijing) Co., Ltd., Beijing 100102, China
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Agarwal A, Ingham SA, Harkins KA, Do DV, Nguyen QD. The role of pharmacogenetics and advances in gene therapy in the treatment of diabetic retinopathy. Pharmacogenomics 2016; 17:309-20. [PMID: 26807609 DOI: 10.2217/pgs.15.173] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Diabetic retinopathy (DR) and its complications such as diabetic macular edema continue to remain a major cause for legal blindness in the developed world. While the introduction of anti-tVEGF agents has significantly improved visual outcomes of patients with DR, unpredictable response, largely due to genetic polymorphisms, appears to be a challenge with this therapy. With advances in identification of various genetic biomarkers, novel therapeutic strategies consisting of gene transfer are being developed and tested for patients with DR. Application of pharmacogenetic principles appears to be a promising futuristic strategy to attenuate diabetes-mediated retinal vasculopathy. In this comprehensive review, data from recent studies in the field of pharmacogenomics for the treatment of DR have been provided.
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Affiliation(s)
- Aniruddha Agarwal
- Ocular Imaging Research & Reading Center (OIRRC), Stanley M. Truhlsen Eye Institute, University of Nebraska Medical Center, South 42nd Street & Emile St, Omaha, NE 68198, USA
| | - Sally A Ingham
- College of Medicine, University of Nebraska Medical Center, South 42nd Street & Emile St, Omaha, NE 68198, USA
| | - Keegan A Harkins
- Stanley M. Truhlsen Eye Institute, University of Nebraska Medical Center, South 42nd Street & Emile St, Omaha, NE 68198, USA
| | - Diana V Do
- Ocular Imaging Research & Reading Center (OIRRC), Stanley M. Truhlsen Eye Institute, University of Nebraska Medical Center, South 42nd Street & Emile St, Omaha, NE 68198, USA.,Stanley M. Truhlsen Eye Institute, University of Nebraska Medical Center, South 42nd Street & Emile St, Omaha, NE 68198, USA
| | - Quan Dong Nguyen
- Ocular Imaging Research & Reading Center (OIRRC), Stanley M. Truhlsen Eye Institute, University of Nebraska Medical Center, South 42nd Street & Emile St, Omaha, NE 68198, USA.,Stanley M. Truhlsen Eye Institute, University of Nebraska Medical Center, South 42nd Street & Emile St, Omaha, NE 68198, USA
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Raache R, Hennachi R, Amroune H, Heniche A, Belanteur K, Benyahia A, Ouandjeli KS, Barar A, Houhou D, Mimouni S, Gervais T, Latinne D, Boudiba A, Attal N, Abbadi MC. [Susceptibility genes, HLA and diabetic retinopathy in the Algerian population]. J Fr Ophtalmol 2012; 36:247-54. [PMID: 22981956 DOI: 10.1016/j.jfo.2012.01.008] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2011] [Revised: 01/10/2012] [Accepted: 01/27/2012] [Indexed: 11/25/2022]
Abstract
BACKGROUND Diabetic retinopathy (DR) is the most frequent microvascular complication of type I diabetes (T1D). Some well-controlled type I diabetics may develop DR, while other poorly-controlled diabetics do not develop DR. This might be explained by certain susceptibility genes or protective genes. The purpose of our study is to search for any association between the HLA class I and II markers and DR in the Algerian population. PATIENTS AND METHODS This study was carried out in 52 T1D subjects with and without DR compared to 140 healthy controls. HLA typing was performed using the "microlymphocytotoxicity" technique. RESULTS The frequency of HLA-A29 and HLA-DR9 antigens is higher in T1D with DR compared to T1D without DR and to controls with frequencies of HLA-A29 (59.26% vs. 0%, OR=∞, pc=4.6×10(-7)), (59.26% vs. 5.66%, OR=24.24, pc=7.6×10-10) and HLA-DR9 (29.63% vs. 0%, OR=∞, pc=1.310(-3)), (29.63% vs. 4.29%, OR=9.40, pc=7.010(-5)) respectively. However, the frequency of HLA-B49 antigen is significantly lower in T1D with DR than in T1D without DR (3.7% vs. 28%, OR=0.10, pc=8.8×10(-3)) and compared to controls (3.7% vs. 22.64%, OR=0.13, pc=0.011). CONCLUSION HLA-A29 and HLA-DR9 antigens are probably markers of susceptibility for DR while HLA-B49 antigen is probably associated with a protective effect in the Algerian population.
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Affiliation(s)
- R Raache
- Laboratoire de biologie cellulaire et moléculaire, faculté des sciences biologiques, université des sciences et de la technologie, Houari Boumediene, Bab Ezzouar, Alger, Algérie.
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