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Madadi Y, Monavarfeshani A, Chen H, Stamer WD, Williams RW, Yousefi S. Artificial Intelligence Models for Cell Type and Subtype Identification Based on Single-Cell RNA Sequencing Data in Vision Science. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2023; 20:2837-2852. [PMID: 37294649 PMCID: PMC10631573 DOI: 10.1109/tcbb.2023.3284795] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Single-cell RNA sequencing (scRNA-seq) provides a high throughput, quantitative and unbiased framework for scientists in many research fields to identify and characterize cell types within heterogeneous cell populations from various tissues. However, scRNA-seq based identification of discrete cell-types is still labor intensive and depends on prior molecular knowledge. Artificial intelligence has provided faster, more accurate, and user-friendly approaches for cell-type identification. In this review, we discuss recent advances in cell-type identification methods using artificial intelligence techniques based on single-cell and single-nucleus RNA sequencing data in vision science. The main purpose of this review paper is to assist vision scientists not only to select suitable datasets for their problems, but also to be aware of the appropriate computational tools to perform their analysis. Developing novel methods for scRNA-seq data analysis remains to be addressed in future studies.
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Shughoury A, Sevgi DD, Ciulla TA. Molecular Genetic Mechanisms in Age-Related Macular Degeneration. Genes (Basel) 2022; 13:1233. [PMID: 35886016 PMCID: PMC9316037 DOI: 10.3390/genes13071233] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Revised: 06/30/2022] [Accepted: 07/05/2022] [Indexed: 11/29/2022] Open
Abstract
Age-related macular degeneration (AMD) is among the leading causes of irreversible blindness worldwide. In addition to environmental risk factors, such as tobacco use and diet, genetic background has long been established as a major risk factor for the development of AMD. However, our ability to predict disease risk and personalize treatment remains limited by our nascent understanding of the molecular mechanisms underlying AMD pathogenesis. Research into the molecular genetics of AMD over the past two decades has uncovered 52 independent gene variants and 34 independent loci that are implicated in the development of AMD, accounting for over half of the genetic risk. This research has helped delineate at least five major pathways that may be disrupted in the pathogenesis of AMD: the complement system, extracellular matrix remodeling, lipid metabolism, angiogenesis, and oxidative stress response. This review surveys our current understanding of each of these disease mechanisms, in turn, along with their associated pathogenic gene variants. Continued research into the molecular genetics of AMD holds great promise for the development of precision-targeted, personalized therapies that bring us closer to a cure for this debilitating disease.
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Affiliation(s)
- Aumer Shughoury
- Department of Ophthalmology, Eugene and Marilyn Glick Eye Institute, Indiana University School of Medicine, Indianapolis, IN 46202, USA; (A.S.); (D.D.S.)
| | - Duriye Damla Sevgi
- Department of Ophthalmology, Eugene and Marilyn Glick Eye Institute, Indiana University School of Medicine, Indianapolis, IN 46202, USA; (A.S.); (D.D.S.)
| | - Thomas A. Ciulla
- Department of Ophthalmology, Eugene and Marilyn Glick Eye Institute, Indiana University School of Medicine, Indianapolis, IN 46202, USA; (A.S.); (D.D.S.)
- Clearside Biomedical, Inc., Alpharetta, GA 30005, USA
- Midwest Eye Institute, Indianapolis, IN 46290, USA
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Ma Y, Ding X, Shao M, Qiu Y, Li S, Cao W, Xu G. Association of Serum Complement C1q and C3 Level with Age-Related Macular Degeneration in Women. J Inflamm Res 2022; 15:285-294. [PMID: 35058703 PMCID: PMC8765539 DOI: 10.2147/jir.s348539] [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: 11/10/2021] [Accepted: 12/25/2021] [Indexed: 11/23/2022] Open
Abstract
PURPOSE To investigate the association between serum complement components and age-related macular degeneration (AMD). PATIENTS AND METHODS A total of 118 AMD patients and age- and sex-matched 106 control subjects were included. Demographic data and the level of serum complement component (C)1q, C3 and C4 were evaluated. Based on sex, the subjects were stratified into male and female subgroups. RESULTS The level of C1q (226.31±45.33mg/dL) was significantly higher and C3 (121.14±15.76mg/dL) was significantly lower than that in control group (200.03±38.54mg/dL) (128.42±19.81mg/dL) in the female AMD patients (p = 0.005, p = 0.045). Logistic regression showed that increased C1q (OR = 1.132, p = 0.016) and decreased C3 (OR = 0.960, p = 0.048) were independent risk factors for female AMD patients. No statistical significance was observed in the male. CONCLUSION Increased C1q and decreased C3 were associated with increased risk of AMD, suggesting that the complement classical pathway probably be involved in AMD, especially in female.
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Affiliation(s)
- Yingbo Ma
- Department of Clinical Laboratory, Eye and ENT Hospital of Fudan University, Shanghai, People's Republic of China
| | - Xueqing Ding
- Department of Clinical Laboratory, Eye and ENT Hospital of Fudan University, Shanghai, People's Republic of China
| | - Mingxi Shao
- Department of Clinical Laboratory, Eye and ENT Hospital of Fudan University, Shanghai, People's Republic of China
| | - Yichao Qiu
- Department of Clinical Laboratory, Eye and ENT Hospital of Fudan University, Shanghai, People's Republic of China
| | - Shengjie Li
- Department of Clinical Laboratory, Eye and ENT Hospital of Fudan University, Shanghai, People's Republic of China
| | - Wenjun Cao
- Department of Clinical Laboratory, Eye and ENT Hospital of Fudan University, Shanghai, People's Republic of China
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, Shanghai, People's Republic of China
| | - Gezhi Xu
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, Shanghai, People's Republic of China
- Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, People's Republic of China
- NHC Key Laboratory of Myopia, Fudan University, Shanghai, People's Republic of China
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Association of the HtrA1 rs11200638 Polymorphism with Neovascular Age-Related Macular Degeneration in Indonesia. Ophthalmol Ther 2021; 11:125-133. [PMID: 34727349 PMCID: PMC8770728 DOI: 10.1007/s40123-021-00402-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2021] [Accepted: 09/24/2021] [Indexed: 12/02/2022] Open
Abstract
Introduction The aim of this study was to investigate the association of the HtrA1 rs11200638 polymorphism with neovascular age-related macular degeneration (nAMD) in Indonesia. Methods This case–control study included 80 patients with nAMD and 85 controls. Demographic parameters and whole blood were collected from each participant. Genomic DNA was extracted and used to assess the rs11200638 genotype by PCR and restriction enzyme digestion. Associations between the HtrA1 rs11200638 polymorphism and other risk factors for susceptibility to nAMD were assessed using the logistic regression model. Results Significant allelic associations between the HtrA1 polymorphism and nAMD were detected (odds ratio [OR] 8.67; 95% confidence interval [CI] 4.88–15.41; P < 0.001). Genotype analysis showed a statistical difference between the nAMD group and the control group (P < 0.001). In the multiple adjusted logistic regression model, people with the AA genotype were more likely to have nAMD although there was a wide confidence interval (OR 19.65; 95% CI 4.52–85.38; P < 0.001). Conclusion Our findings show that the risk of nAMD increased in the presence of risk alleles of HtrA1 rs11200638.
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Brix B, Sery O, Onorato A, Ure C, Roessler A, Goswami N. Biology of Lymphedema. BIOLOGY 2021; 10:biology10040261. [PMID: 33806183 PMCID: PMC8065876 DOI: 10.3390/biology10040261] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 03/15/2021] [Accepted: 03/23/2021] [Indexed: 12/17/2022]
Abstract
Simple Summary Lymphedema is a chronic, debilitating disease of the lymphatic vasculature. Although several reviews focus on the anatomy and physiology of the lymphatic system, this review provides an overview of the lymphatic vasculature and, moreover, of lymphatic system dysfunction and lymphedema. Further, we aim at advancing the knowledge in the area of lymphatic system function and how dysfunction of the lymphatic system—as seen in lymphedema—affects physiological systems, such as the cardiovascular system, and how those might be modulated by lymphedema therapy. Abstract This narrative review portrays the lymphatic system, a poorly understood but important physiological system. While several reviews have been published that are related to the biology of the lymphatic system and lymphedema, the physiological alternations, which arise due to disturbances of this system, and during lymphedema therapy, are poorly understood and, consequently, not widely reported. We present an inclusive collection of evidence from the scientific literature reflecting important developments in lymphedema research over the last few decades. This review aims at advancing the knowledge on the area of lymphatic system function as well as how system dysfunction, as seen in lymphedema, affects physiological systems and how lymphedema therapy modulates these mechanisms. We propose that future studies should aim at investigating, in-detail, aspects that are related to fluid regulation, hemodynamic responses, and endothelial and/or vascular changes due to lymphedema and lymphedema therapy.
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Affiliation(s)
- Bianca Brix
- Gravitational Physiology and Medicine Research Unit, Division of Physiology, Otto Loewi Research Center, Medical University of Graz, 3810 Graz, Austria; (B.B.); (A.R.)
| | - Omar Sery
- Faculty of Science, Masaryk University, Kotlářská 2, 61137 Brno, Czech Republic;
| | | | - Christian Ure
- Wolfsberg Clinical Center for Lymphatic Disorders, Wolfsberg State Hospital, KABEG, 9400 Wolfsberg, Austria;
| | - Andreas Roessler
- Gravitational Physiology and Medicine Research Unit, Division of Physiology, Otto Loewi Research Center, Medical University of Graz, 3810 Graz, Austria; (B.B.); (A.R.)
| | - Nandu Goswami
- Gravitational Physiology and Medicine Research Unit, Division of Physiology, Otto Loewi Research Center, Medical University of Graz, 3810 Graz, Austria; (B.B.); (A.R.)
- Correspondence: ; Tel.: +43-316-385-73852
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Supanji S, Romdhoniyyah DF, Sasongko MB, Agni AN, Wardhana FS, Widayanti TW, Prayogo ME, Perdamaian ABI, Dianratri A, Kawaichi M, Oka C. Associations of ARMS2 and CFH Gene Polymorphisms with Neovascular Age-Related Macular Degeneration. Clin Ophthalmol 2021; 15:1101-1108. [PMID: 33737801 PMCID: PMC7961131 DOI: 10.2147/opth.s298310] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2020] [Accepted: 02/22/2021] [Indexed: 11/23/2022] Open
Abstract
Purpose This study aimed to determine the association of ARMS2 A69S, ARMS2 del443ins54, and CFH Y402H polymorphisms with neovascular age-related macular degeneration (nAMD) for the first time in an Indonesian population. Patients and Methods Our case–control study involved 104 nAMD and 100 control subjects. AMD diagnosis was evaluated by retinal specialists based on color fundus photography and optical coherence tomography. The polymorphisms on CFH Y402H and ARMS2 A69S were analyzed by PCR-restriction fragment length polymorphism (PCR-RFLP), whereas ARMS2 del443ins54 was evaluated by PCR-based assay. Results Significant allelic associations with nAMD were detected on all polymorphisms (P<0.05), with stronger association with the ARMS2 A69S (OR 3.13; 95% CI 2.08–4.71; P<0.001) and ARMS2 del443ins54 (OR 3.28; 95% CI 2.17–4.95; P<0.001) polymorphisms than with CFH Y402H (OR 2.08; 95% CI 1.08–3.99; P=0.028). Genotype analysis showed a statistical difference between nAMD and the control group for all polymorphisms (P<0.05). However, the association with nAMD was weaker for CFH Y402H (P=0.043) than for ARMS2 A69S and ARMS2 del443ins54 (P<0.001). A significant interaction between ARMS2 A69S and hypertension was documented (OR 9.53; 95% CI 3.61–25.1; P<0.001). Conclusion Our findings indicate that ARMS2 A69S and ARMS2 del443ins54 polymorphisms are strongly associated with the risk of nAMD for the first time in an Indonesian population. The risk of nAMD increased when the presence of risk alleles from ARMS2 A69S was combined with the presence of hypertension.
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Affiliation(s)
- Supanji Supanji
- Department of Ophthalmology, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia.,Department of Ophthalmology, Dr. Sardjito General Hospital, Yogyakarta, Indonesia.,Ophthalmology Clinic, Military Air Force Central Hospital Dr. Suhardi Hardjolukito, Yogyakarta, Indonesia.,Ophthalmology Clinic, Dr YAP Eye Hospital, Yogyakarta, Indonesia
| | - Dewi Fathin Romdhoniyyah
- Department of Ophthalmology, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia.,Department of Ophthalmology, Dr. Sardjito General Hospital, Yogyakarta, Indonesia
| | - Muhammad Bayu Sasongko
- Department of Ophthalmology, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia.,Department of Ophthalmology, Dr. Sardjito General Hospital, Yogyakarta, Indonesia.,Ophthalmology Clinic, Dr YAP Eye Hospital, Yogyakarta, Indonesia
| | - Angela Nurini Agni
- Department of Ophthalmology, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia.,Department of Ophthalmology, Dr. Sardjito General Hospital, Yogyakarta, Indonesia.,Ophthalmology Clinic, Dr YAP Eye Hospital, Yogyakarta, Indonesia
| | - Firman Setya Wardhana
- Department of Ophthalmology, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia.,Department of Ophthalmology, Dr. Sardjito General Hospital, Yogyakarta, Indonesia.,Ophthalmology Clinic, Dr YAP Eye Hospital, Yogyakarta, Indonesia
| | - Tri Wahyu Widayanti
- Department of Ophthalmology, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia.,Department of Ophthalmology, Dr. Sardjito General Hospital, Yogyakarta, Indonesia.,Ophthalmology Clinic, Dr YAP Eye Hospital, Yogyakarta, Indonesia
| | - Muhammad Eko Prayogo
- Department of Ophthalmology, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia.,Department of Ophthalmology, Dr. Sardjito General Hospital, Yogyakarta, Indonesia.,Ophthalmology Clinic, Dr YAP Eye Hospital, Yogyakarta, Indonesia
| | - Ayudha Bahana Ilham Perdamaian
- Department of Ophthalmology, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia.,Department of Ophthalmology, Dr. Sardjito General Hospital, Yogyakarta, Indonesia
| | - Aninditta Dianratri
- Department of Ophthalmology, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia.,Department of Ophthalmology, Dr. Sardjito General Hospital, Yogyakarta, Indonesia
| | - Masashi Kawaichi
- Laboratory of Gene Function in Animals, Nara Institute of Science and Technology, Ikoma, Nara, Japan
| | - Chio Oka
- Laboratory of Gene Function in Animals, Nara Institute of Science and Technology, Ikoma, Nara, Japan
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Ren JC, Liu H, Zhang GH, Wang T, Li J, Dong T, Wu H, Xia ZL. Interaction effects of environmental response gene polymorphisms and benzene exposure on telomere length in shoe-making workers. CHEMOSPHERE 2020; 255:126841. [PMID: 32416388 DOI: 10.1016/j.chemosphere.2020.126841] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/04/2020] [Revised: 04/16/2020] [Accepted: 04/17/2020] [Indexed: 06/11/2023]
Abstract
Benzene is a globally occurring environmental and occupational pollutant that causes leukemia. To better understand telomere length (TL) as a function of benzene toxicity, we recruited 294 shoe-making workers and 102 controls from Wenzhou, China in 2011. Biomarkers of TL, cytokinesis-block micronucleus (MN) frequency, and white blood cells (WBC) were measured. In total, 18 polymorphic sites in environmental response genes, including metabolic and DNA repair genes, were analyzed. Results indicate that benzene exposure led to a longer TL at a threshold of 32 mg/m3-year of cumulative exposure dose (CED). Furthermore, the TL was longer in members of the damaged group, when evaluated for MN frequency (P < 0.001) and reduced WBC (P < 0.001), than in those of the normal group. Workers carrying genotype TT (β = 0.32, P = 0.042) in rs3212986 of ERCC1 and genotype TC (β = 0.24, P = 0.082) in rs1051740 of mEH exon3 were associated with a longer TL as compared to the wild-type group. TA (β = -0.53, P < 0.001) in rs6413432 of CYP2E1 was associated with a shorter TL. Benzene exposure interacted with the TA type in rs6413432 (β = 0.003, 95% CI: 0, 0.006, P = 0.042) and the CC type in rs1051740 (β = 0.007, 95% CI: 0.001, 0.013, P = 0.015) after adjusting for confounding factors. Our results indicate that benzene induces an increase in TL at a threshold of CED ≥32mg/m3-year. Rs1051740, rs3212986, and rs6413432 were found to be involved in benzene-induced telomere growth; in particular, rs1051740 and rs6413432 interacted with the benzene exposure, resulting in an extended TL.
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Affiliation(s)
- Jing-Chao Ren
- School of Public Health, Xinxiang Medical University, 601 Jinsui Road, Xinxiang, 453003, China
| | - Huan Liu
- School of Public Health, Xinxiang Medical University, 601 Jinsui Road, Xinxiang, 453003, China
| | - Guang-Hui Zhang
- School of Public Health, Xinxiang Medical University, 601 Jinsui Road, Xinxiang, 453003, China.
| | - Tongshuai Wang
- Department of Occupational Health and Toxicology, School of Public Health, Fudan University, 138 Yixueyuan Road, Shanghai, 200032, China
| | - Jingzhi Li
- School of Public Health, Xinxiang Medical University, 601 Jinsui Road, Xinxiang, 453003, China
| | - Tingting Dong
- School of Public Health, Xinxiang Medical University, 601 Jinsui Road, Xinxiang, 453003, China
| | - Hantian Wu
- Department of Occupational Health and Toxicology, School of Public Health, Fudan University, 138 Yixueyuan Road, Shanghai, 200032, China
| | - Zhao-Lin Xia
- Department of Occupational Health and Toxicology, School of Public Health, Fudan University, 138 Yixueyuan Road, Shanghai, 200032, China.
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Liu Y, Jin H, Wei D, Li W. HTRA1 rs11200638 variant and AMD risk from a comprehensive analysis about 15,316 subjects. BMC MEDICAL GENETICS 2020; 21:107. [PMID: 32414342 PMCID: PMC7229611 DOI: 10.1186/s12881-020-01047-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/06/2020] [Accepted: 05/10/2020] [Indexed: 01/02/2023]
Abstract
BACKGROUND The high-temperature requirement factor A1 (HTRA1) gene located at 10q26 locus has been associated with age-related macular degenerative (AMD), with the significantly related polymorphism being (rs11200638, -625G/A), however, above association is not consistent. We investigated a comprehensive analysis to evaluate the correlations between rs11200638 polymorphism and AMD susceptibility thoroughly addressing this issue. METHODS An identification was covered from the PubMed and Wanfang databases until 27th Jan, 2020. Odds ratios (OR) with 95% confidence intervals (CI) were applied to evaluate the associations. After a thorough and meticulous search, 35 different articles (33 case-control studies with HWE, 22 case-control studies about wet/dry AMD) were retrieved. RESULTS Individuals carrying A-allele or AA genotype may have an increased risk to be AMD disease. For example, there has a significantly increased relationship between rs11200638 polymorphism and AMD both for Asians (OR: 2.51, 95%CI: 2.22-2.83 for allelic contrast) and Caucasians [OR (95%CI) = 2.63(2.29-3.02) for allelic contrast]. Moreover, a similar trend in the source of control was detected. To classify the type of AMD, increased association was also observed in both wet (OR: 3.40, 95%CI: 2.90-3.99 for dominant model) and dry (OR: 2.08, 95%CI: 1.24-3.48 for dominant model) AMD. Finally, based on the different genotyping methods, increased relationships were identified by sequencing, TaqMan, PCR-RFLP and RT-PCR. CONCLUSIONS Our meta-analysis demonstrated that HTRA1 rs11200638 polymorphism may be related to the AMD development, especially about individuals carrying A-allele or AA genotype, who may be as identified targets to detect and intervene in advance. Further studies using Larger sample size studies, including information about gene-environment interactions will be necessary to carry out.
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Affiliation(s)
- Ying Liu
- Ophthalmic function room, Hongqi Hospital Affiliated to Mudanjiang Medical College, Mudanjiang, 157000, Heilongjiang Province, China
| | - Huipeng Jin
- Ophthalmic function room, Hongqi Hospital Affiliated to Mudanjiang Medical College, Mudanjiang, 157000, Heilongjiang Province, China
| | - Dong Wei
- Department of Ophthalmology (three disease areas), Hongqi Hospital Affiliated to Mudanjiang Medical College, Mudanjiang, 157000, Heilongjiang Province, China.
| | - Wenxiu Li
- Department of Critical Medicine, Second People's Hospital of Mudanjiang, Mudanjiang, 157000, Heilongjiang Province, China
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