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Yang J, Chen YN, Fang CY, Li Y, Ke HQ, Guo RQ, Xiang P, Xiao YL, Zhang LW, Liu H. Investigating immune cell infiltration and gene expression features in pterygium pathogenesis. Sci Rep 2025; 15:13352. [PMID: 40247093 PMCID: PMC12006331 DOI: 10.1038/s41598-025-98042-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2024] [Accepted: 04/09/2025] [Indexed: 04/19/2025] Open
Abstract
Pterygium is a prevalent ocular disease characterized by abnormal conjunctival tissue proliferation, significantly impacting patients' quality of life. However, the underlying molecular mechanisms driving pterygium pathogenesis remain inadequately understood. This study aimed to investigate gene expression changes following pterygium excision and their association with immune cell infiltration. Clinical samples of pterygium and adjacent relaxed conjunctival tissue were collected for transcriptomic analysis using RNA sequencing combined with bioinformatics approaches. Machine learning algorithms, including LASSO, SVM-RFE, and Random Forest, were employed to identify potential diagnostic biomarkers. GO, KEGG, GSEA, and GSVA were utilized for enrichment analysis. Single-sample GSEA was employed to analyze immune infiltration. The GSE2513 and GSE51995 datasets from the GEO database, along with clinical samples, were selected for validation analysis. Differentially expressed genes (DEGs) were identified from the PRJNA1147595 and GSE2513 datasets, revealing 2437 DEGs and 172 differentially regulated genes (DRGs), respectively. There were 52 co-DEGs shared by both datasets, and four candidate biomarkers (FN1, SPRR1B, SERPINB13, EGR2) with potential diagnostic value were identified through machine learning algorithms. Single-sample GSEA demonstrated increased Th2 cell infiltration and decreased CD8 + T cell presence in pterygium tissues, suggesting a crucial role of the immune microenvironment in pterygium pathogenesis. Analysis of the GSE51995 dataset and qPCR results revealed significantly higher expression levels of FN1 and SPRR1B in pterygium tissues compared to conjunctival tissues, but SERPINB13 and EGR2 expression levels were not statistically significant. Furthermore, we identified four candidate drugs targeting the two feature genes FN1 and SPRR1B. This study provides valuable insights into the molecular characteristics and immune microenvironment of pterygium. The identification of potential biomarkers FN1 and SPRR1B highlights their significance in pterygium pathogenesis and lays a foundation for further exploration aimed at integrating these findings into clinical practice.
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Affiliation(s)
- Ji Yang
- Department of Ophthalmology, The Eye Disease Clinical Medical Research Center of Yunnan Province, Second People's Hospital of Yunnan Province, The Affiliated Hospital of Yunnan University, The Eye Disease Clinical Medical Center of Yunnan Province, Kunming, China
| | - Ya-Nan Chen
- Department of Ophthalmology, The Eye Disease Clinical Medical Research Center of Yunnan Province, Second People's Hospital of Yunnan Province, The Affiliated Hospital of Yunnan University, The Eye Disease Clinical Medical Center of Yunnan Province, Kunming, China
| | - Chen-Yan Fang
- Department of Ophthalmology, The Eye Disease Clinical Medical Research Center of Yunnan Province, Second People's Hospital of Yunnan Province, The Affiliated Hospital of Yunnan University, The Eye Disease Clinical Medical Center of Yunnan Province, Kunming, China
| | - Yan Li
- Department of Ophthalmology, The Eye Disease Clinical Medical Research Center of Yunnan Province, Second People's Hospital of Yunnan Province, The Affiliated Hospital of Yunnan University, The Eye Disease Clinical Medical Center of Yunnan Province, Kunming, China
| | - Hong-Qin Ke
- Department of Ophthalmology, The Eye Disease Clinical Medical Research Center of Yunnan Province, Second People's Hospital of Yunnan Province, The Affiliated Hospital of Yunnan University, The Eye Disease Clinical Medical Center of Yunnan Province, Kunming, China
| | - Rui-Qin Guo
- Department of Ophthalmology, The Eye Disease Clinical Medical Research Center of Yunnan Province, Second People's Hospital of Yunnan Province, The Affiliated Hospital of Yunnan University, The Eye Disease Clinical Medical Center of Yunnan Province, Kunming, China
| | - Ping Xiang
- Yunnan Province Innovative Research Team of Environmental Pollution, Food Safety, and Human Health, Institute of Environmental Remediation and Human Health, School of Ecology and Environment, Southwest Forestry University, Kunming, China
| | | | - Li-Wei Zhang
- Department of Ophthalmology, The Eye Disease Clinical Medical Research Center of Yunnan Province, Second People's Hospital of Yunnan Province, The Affiliated Hospital of Yunnan University, The Eye Disease Clinical Medical Center of Yunnan Province, Kunming, China.
| | - Hai Liu
- Department of Ophthalmology, The Eye Disease Clinical Medical Research Center of Yunnan Province, Second People's Hospital of Yunnan Province, The Affiliated Hospital of Yunnan University, The Eye Disease Clinical Medical Center of Yunnan Province, Kunming, China.
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Choi D, Na AY, Jeoung SW, Choi YH, Park N, Park HS, Kwon HK, Lee HS, Cho DH, Kim DH, Ryu HY. Histone H3 lysine 9 tri-methylation is associated with pterygium. BMC Ophthalmol 2025; 25:106. [PMID: 40033254 DOI: 10.1186/s12886-025-03939-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2024] [Accepted: 02/19/2025] [Indexed: 03/05/2025] Open
Abstract
BACKGROUND Pterygium, abnormal growths of conjunctival tissue onto the cornea, are common ocular surface conditions with a high risk of recurrence after surgery and potential ophthalmic complications. The exact cause of pterygium remains unclear, and the triggers are still unknown. This study aims to investigate the relationship between pterygium and epigenetics to uncover the cause of pterygium and identify biomarkers for its diagnosis. METHODS We performed a ChIP-seq assay to compare genome-wide histone modification levels between normal conjunctiva and stage 3 pterygium samples. RESULTS In this study, we investigate the epigenetic profiles of patients with pterygium, focusing on histone H3 lysine 4 (H3K4) and lysine 9 (H3K9) trimethylation (me3). While H3K4me3 levels showed no significant genome-wide change, they were significantly altered in genes related to development and ocular diseases. Conversely, H3K9me3 levels were markedly elevated genome-wide, particularly at the promoters of 82 genes involved in developmental pathways. Furthermore, we identify six genes, ANK2, AOAH, CBLN2, CDH8, CNTNAP4, and DPP6, with decreased gene expression correlated with substantially increased H3K9me3, suggesting their potential as biomarkers for pterygium. CONCLUSION This study represents the first report linking histone modification to pterygium progression, providing valuable insights into therapeutic strategies and potential drug targets.
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Affiliation(s)
- Dahee Choi
- KNU G-LAMP Project Group, KNU Institute of Basic Sciences, School of Life Sciences, BK21 FOUR KNU Creative BioResearch Group, College of Natural Sciences, Kyungpook National University, Daegu, 41566, South Korea
| | - Ann-Yae Na
- KNU G-LAMP Project Group, KNU Institute of Basic Sciences, School of Life Sciences, BK21 FOUR KNU Creative BioResearch Group, College of Natural Sciences, Kyungpook National University, Daegu, 41566, South Korea
| | - Seok-Won Jeoung
- KNU G-LAMP Project Group, KNU Institute of Basic Sciences, School of Life Sciences, BK21 FOUR KNU Creative BioResearch Group, College of Natural Sciences, Kyungpook National University, Daegu, 41566, South Korea
| | - Yun-Hee Choi
- Department of Ophthalmology, Korea University College of Medicine, 73, Goryeodae-ro, Seongbuk-gu, Seoul, 02841, Republic of Korea
- School of Health and Environmental Science, Korea University, Seoul, South Korea
| | - Nayoon Park
- Department of Ophthalmology, Korea University College of Medicine, 73, Goryeodae-ro, Seongbuk-gu, Seoul, 02841, Republic of Korea
| | - Hyun-Sun Park
- Department of Pharmacology, Chonnam National University Medical School, Hwasun- gun, Jeonnam, 58128, Republic of Korea
| | - Hyuk-Kwon Kwon
- Division of Life Science, Division of Bio & Medical Bigdata Department (BK4 Program), Gyeongsang National University, Jinju, 52828, Republic of Korea
| | - Hyun-Shik Lee
- KNU G-LAMP Project Group, KNU Institute of Basic Sciences, School of Life Sciences, BK21 FOUR KNU Creative BioResearch Group, College of Natural Sciences, Kyungpook National University, Daegu, 41566, South Korea
| | - Dong-Hyung Cho
- KNU G-LAMP Project Group, KNU Institute of Basic Sciences, School of Life Sciences, BK21 FOUR KNU Creative BioResearch Group, College of Natural Sciences, Kyungpook National University, Daegu, 41566, South Korea
| | - Dong Hyun Kim
- Department of Ophthalmology, Korea University College of Medicine, 73, Goryeodae-ro, Seongbuk-gu, Seoul, 02841, Republic of Korea.
| | - Hong-Yeoul Ryu
- KNU G-LAMP Project Group, KNU Institute of Basic Sciences, School of Life Sciences, BK21 FOUR KNU Creative BioResearch Group, College of Natural Sciences, Kyungpook National University, Daegu, 41566, South Korea.
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3
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Kim YA, Choi Y, Kim TG, Jeong J, Yu S, Kim T, Sheen K, Lee Y, Choi T, Park YH, Kang MS, Kim MS. Multi-System-Level Analysis with RNA-Seq on Pterygium Inflammation Discovers Association between Inflammatory Responses, Oxidative Stress, and Oxidative Phosphorylation. Int J Mol Sci 2024; 25:4789. [PMID: 38732006 PMCID: PMC11083828 DOI: 10.3390/ijms25094789] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Revised: 04/18/2024] [Accepted: 04/25/2024] [Indexed: 05/13/2024] Open
Abstract
A pterygium is a common conjunctival degeneration and inflammatory condition. It grows onto the corneal surface or limbus, causing blurred vision and cosmetic issues. Ultraviolet is a well-known risk factor for the development of a pterygium, although its pathogenesis remains unclear, with only limited understanding of its hereditary basis. In this study, we collected RNA-seq from both pterygial tissues and conjunctival tissues (as controls) from six patients (a total of twelve biological samples) and retrieved publicly available data, including eight pterygium samples and eight controls. We investigated the intrinsic gene regulatory mechanisms closely linked to the inflammatory reactions of pterygiums and compared Asian (Korea) and the European (Germany) pterygiums using multiple analysis approaches from different perspectives. The increased expression of antioxidant genes in response to oxidative stress and DNA damage implies an association between these factors and pterygium development. Also, our comparative analysis revealed both similarities and differences between Asian and European pterygiums. The decrease in gene expressions involved in the three primary inflammatory signaling pathways-JAK/STAT, MAPK, and NF-kappa B signaling-suggests a connection between pathway dysfunction and pterygium development. We also observed relatively higher activity of autophagy and antioxidants in the Asian group, while the European group exhibited more pronounced stress responses against oxidative stress. These differences could potentially be necessitated by energy-associated pathways, specifically oxidative phosphorylation.
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Affiliation(s)
- Ye-Ah Kim
- Translational-Transdisciplinary Research Center, Clinical Research Institute, Kyung Hee University Hospital at Gangdong, Kyung Hee University College of Medicine, Seoul 05278, Republic of Korea; (Y.-A.K.); (Y.C.); (J.J.); (S.Y.); (T.K.); (K.S.); (Y.L.)
- Department of Biomedical Science and Technology, Graduate School, Kyung Hee University, Seoul 02453, Republic of Korea
| | - Yueun Choi
- Translational-Transdisciplinary Research Center, Clinical Research Institute, Kyung Hee University Hospital at Gangdong, Kyung Hee University College of Medicine, Seoul 05278, Republic of Korea; (Y.-A.K.); (Y.C.); (J.J.); (S.Y.); (T.K.); (K.S.); (Y.L.)
- Department of Biomedical Science and Technology, Graduate School, Kyung Hee University, Seoul 02453, Republic of Korea
| | - Tae Gi Kim
- Department of Ophthalmology, Kyung Hee University Hospital at Gangdong, Kyung Hee University College of Medicine, Seoul 05278, Republic of Korea;
| | - Jisu Jeong
- Translational-Transdisciplinary Research Center, Clinical Research Institute, Kyung Hee University Hospital at Gangdong, Kyung Hee University College of Medicine, Seoul 05278, Republic of Korea; (Y.-A.K.); (Y.C.); (J.J.); (S.Y.); (T.K.); (K.S.); (Y.L.)
- Department of Biomedical Science and Technology, Graduate School, Kyung Hee University, Seoul 02453, Republic of Korea
| | - Sanghyeon Yu
- Translational-Transdisciplinary Research Center, Clinical Research Institute, Kyung Hee University Hospital at Gangdong, Kyung Hee University College of Medicine, Seoul 05278, Republic of Korea; (Y.-A.K.); (Y.C.); (J.J.); (S.Y.); (T.K.); (K.S.); (Y.L.)
- Department of Biomedical Science and Technology, Graduate School, Kyung Hee University, Seoul 02453, Republic of Korea
| | - Taeyoon Kim
- Translational-Transdisciplinary Research Center, Clinical Research Institute, Kyung Hee University Hospital at Gangdong, Kyung Hee University College of Medicine, Seoul 05278, Republic of Korea; (Y.-A.K.); (Y.C.); (J.J.); (S.Y.); (T.K.); (K.S.); (Y.L.)
- Department of Biomedical Science and Technology, Graduate School, Kyung Hee University, Seoul 02453, Republic of Korea
| | - Kisung Sheen
- Translational-Transdisciplinary Research Center, Clinical Research Institute, Kyung Hee University Hospital at Gangdong, Kyung Hee University College of Medicine, Seoul 05278, Republic of Korea; (Y.-A.K.); (Y.C.); (J.J.); (S.Y.); (T.K.); (K.S.); (Y.L.)
- Department of Biomedical Science and Technology, Graduate School, Kyung Hee University, Seoul 02453, Republic of Korea
| | - Yoonsung Lee
- Translational-Transdisciplinary Research Center, Clinical Research Institute, Kyung Hee University Hospital at Gangdong, Kyung Hee University College of Medicine, Seoul 05278, Republic of Korea; (Y.-A.K.); (Y.C.); (J.J.); (S.Y.); (T.K.); (K.S.); (Y.L.)
| | - Taesoo Choi
- Department of Urology, School of Medicine, Kyung Hee University, Seoul 05278, Republic of Korea;
| | - Yong Hwan Park
- Department of Microbiology, Ajou University School of Medicine, Suwon 16499, Republic of Korea;
| | - Min Seok Kang
- Department of Ophthalmology, Kyung Hee University Hospital, Kyung Hee University College of Medicine, Seoul 02447, Republic of Korea
| | - Man S. Kim
- Translational-Transdisciplinary Research Center, Clinical Research Institute, Kyung Hee University Hospital at Gangdong, Kyung Hee University College of Medicine, Seoul 05278, Republic of Korea; (Y.-A.K.); (Y.C.); (J.J.); (S.Y.); (T.K.); (K.S.); (Y.L.)
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4
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Bannier-Hélaouët M, Korving J, Ma Z, Begthel H, Giladi A, Lamers MM, van de Wetering WJ, Yawata N, Yawata M, LaPointe VLS, Dickman MM, Kalmann R, Imhoff SM, van Es JH, López-Iglesias C, Peters PJ, Haagmans BL, Wu W, Clevers H. Human conjunctiva organoids to study ocular surface homeostasis and disease. Cell Stem Cell 2024; 31:227-243.e12. [PMID: 38215738 DOI: 10.1016/j.stem.2023.12.008] [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: 07/11/2023] [Revised: 09/14/2023] [Accepted: 12/11/2023] [Indexed: 01/14/2024]
Abstract
The conjunctival epithelium covering the eye contains two main cell types: mucus-producing goblet cells and water-secreting keratinocytes, which present mucins on their apical surface. Here, we describe long-term expanding organoids and air-liquid interface representing mouse and human conjunctiva. A single-cell RNA expression atlas of primary and cultured human conjunctiva reveals that keratinocytes express multiple antimicrobial peptides and identifies conjunctival tuft cells. IL-4/-13 exposure increases goblet and tuft cell differentiation and drastically modifies the conjunctiva secretome. Human NGFR+ basal cells are identified as bipotent conjunctiva stem cells. Conjunctival cultures can be infected by herpes simplex virus 1 (HSV1), human adenovirus 8 (hAdV8), and SARS-CoV-2. HSV1 infection was reversed by acyclovir addition, whereas hAdV8 infection, which lacks an approved drug therapy, was inhibited by cidofovir. We document transcriptional programs induced by HSV1 and hAdV8. Finally, conjunctival organoids can be transplanted. Together, human conjunctiva organoid cultures enable the study of conjunctival (patho)-physiology.
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Affiliation(s)
- Marie Bannier-Hélaouët
- Hubrecht Institute, Royal Netherlands Academy of Arts and Sciences (KNAW), University Medical Center, Utrecht, the Netherlands; Oncode Institute, Hubrecht Institute, Utrecht, the Netherlands.
| | - Jeroen Korving
- Hubrecht Institute, Royal Netherlands Academy of Arts and Sciences (KNAW), University Medical Center, Utrecht, the Netherlands
| | - Ziliang Ma
- Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A(∗)STAR), and Department of Pharmacy, National University of Singapore, Singapore, Singapore
| | - Harry Begthel
- Hubrecht Institute, Royal Netherlands Academy of Arts and Sciences (KNAW), University Medical Center, Utrecht, the Netherlands; Oncode Institute, Hubrecht Institute, Utrecht, the Netherlands
| | - Amir Giladi
- Hubrecht Institute, Royal Netherlands Academy of Arts and Sciences (KNAW), University Medical Center, Utrecht, the Netherlands; Oncode Institute, Hubrecht Institute, Utrecht, the Netherlands
| | - Mart M Lamers
- Viroscience Department, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Willine J van de Wetering
- Maastricht Multimodal Molecular Imaging Institute, Maastricht University, Maastricht, the Netherlands
| | - Nobuyo Yawata
- Department of Ocular Pathology and Imaging Science, Kyushu University, Fukuoka, Japan; Singapore Eye Research Institute, Singapore, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore
| | - Makoto Yawata
- Department of Pediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore; National University Health System, Singapore, Singapore; Immunology Program, Life Sciences Institute, National University of Singapore, Singapore, Singapore; NUSMED Immunology Translational Research Program, National University of Singapore, Singapore, Singapore; Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A(∗)STAR), Singapore, Singapore; International Research Center for Medical Sciences, Kumamoto University, Kumamoto, Japan
| | - Vanessa L S LaPointe
- Department of Cell Biology-Inspired Tissue Engineering, MERLN Institute for Technology-Inspired Regenerative Medicine, Maastricht, the Netherlands
| | - Mor M Dickman
- Department of Cell Biology-Inspired Tissue Engineering, MERLN Institute for Technology-Inspired Regenerative Medicine, Maastricht, the Netherlands; University Eye Clinic Maastricht, Maastricht University Medical Center, Maastricht, the Netherlands
| | - Rachel Kalmann
- Department of Ophthalmology, University Medical Center, Utrecht, the Netherlands
| | - Saskia M Imhoff
- Department of Ophthalmology, University Medical Center, Utrecht, the Netherlands
| | - Johan H van Es
- Hubrecht Institute, Royal Netherlands Academy of Arts and Sciences (KNAW), University Medical Center, Utrecht, the Netherlands; Oncode Institute, Hubrecht Institute, Utrecht, the Netherlands
| | - Carmen López-Iglesias
- Maastricht Multimodal Molecular Imaging Institute, Maastricht University, Maastricht, the Netherlands
| | - Peter J Peters
- Maastricht Multimodal Molecular Imaging Institute, Maastricht University, Maastricht, the Netherlands
| | - Bart L Haagmans
- Viroscience Department, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Wei Wu
- Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A(∗)STAR), and Department of Pharmacy, National University of Singapore, Singapore, Singapore
| | - Hans Clevers
- Hubrecht Institute, Royal Netherlands Academy of Arts and Sciences (KNAW), University Medical Center, Utrecht, the Netherlands; Oncode Institute, Hubrecht Institute, Utrecht, the Netherlands.
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5
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Matsuzawa M, Ando T, Fukase S, Kimura M, Kume Y, Ide T, Izawa K, Kaitani A, Hara M, Nakamura E, Kamei A, Matsuda A, Nakano N, Maeda K, Tada N, Ogawa H, Okumura K, Murakami A, Ebihara N, Kitaura J. The protective role of conjunctival goblet cell mucin sialylation. Nat Commun 2023; 14:1417. [PMID: 36932081 PMCID: PMC10023771 DOI: 10.1038/s41467-023-37101-y] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2022] [Accepted: 02/27/2023] [Indexed: 03/19/2023] Open
Abstract
Gel-forming mucins secreted by conjunctival goblet cells have been implicated in the clearance of allergens, pathogens, and debris. However, their roles remain incompletely understood. Here we show that human and mouse conjunctival goblet cell mucins have Alcian blue-detectable sialic acids, but not sulfates in the steady state. Interestingly, Balb/c mouse strain lacks this sialylation due to a point mutation in a sialyltransferase gene, St6galnac1, which is responsible for sialyl-Tn synthesis. Introduction of intact St6galnac1 to Balb/c restores the sialylation of conjunctival goblet cell mucus. Sialylated mucus efficiently captures and encapsulates the allergen particles in an impenetrable layer, leading to the protection of mice from the development of allergic conjunctivitis. Expression of ST6GALNAC1 and sialyl-Tn is upregulated in humans under conditions with chronic stimuli. These results indicate that the sialylated glycans on the ocular mucins play an essential role in maintaining the conjunctival mucosa by protecting from the incoming foreign bodies such as allergen particles.
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Affiliation(s)
- Moe Matsuzawa
- Atopy (Allergy) Research Center, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
- Department of Ophthalmology, Juntendo University Urayasu Hospital, Urayasu, Chiba, 279-0021, Japan
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Tomoaki Ando
- Atopy (Allergy) Research Center, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan.
| | - Saaya Fukase
- Atopy (Allergy) Research Center, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
- Department of Ophthalmology, Juntendo University Urayasu Hospital, Urayasu, Chiba, 279-0021, Japan
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Meiko Kimura
- Atopy (Allergy) Research Center, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
- Department of Ophthalmology, Juntendo University Urayasu Hospital, Urayasu, Chiba, 279-0021, Japan
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Yasuharu Kume
- Atopy (Allergy) Research Center, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
- Department of Ophthalmology, Juntendo University Urayasu Hospital, Urayasu, Chiba, 279-0021, Japan
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Takuma Ide
- Atopy (Allergy) Research Center, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
- Department of Otorhinolaryngology, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Kumi Izawa
- Atopy (Allergy) Research Center, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Ayako Kaitani
- Atopy (Allergy) Research Center, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Mutsuko Hara
- Atopy (Allergy) Research Center, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
- Laboratory of Molecular and Biochemical Research, Biomedical Research Core Facilities, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Eri Nakamura
- Research Institute for Diseases of Old Age, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Anna Kamei
- Atopy (Allergy) Research Center, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
- Department of Science of Allergy and Inflammation, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Akira Matsuda
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Nobuhiro Nakano
- Atopy (Allergy) Research Center, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Keiko Maeda
- Atopy (Allergy) Research Center, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
- Department of Immunological Diagnosis, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Norihiro Tada
- Center for Biomedical Research Resources, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Hideoki Ogawa
- Atopy (Allergy) Research Center, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Ko Okumura
- Atopy (Allergy) Research Center, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Akira Murakami
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Nobuyuki Ebihara
- Department of Ophthalmology, Juntendo University Urayasu Hospital, Urayasu, Chiba, 279-0021, Japan
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan
| | - Jiro Kitaura
- Atopy (Allergy) Research Center, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan.
- Department of Science of Allergy and Inflammation, Juntendo University Graduate School of Medicine, Tokyo, 113-8421, Japan.
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6
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Wolf J, Reinhard T, Hajdu RI, Schlunck G, Auw-Haedrich C, Lange C. Transcriptional Profiling Identifies Prognostic Gene Signatures for Conjunctival Extranodal Marginal Zone Lymphoma. Biomolecules 2023; 13:115. [PMID: 36671500 PMCID: PMC9855408 DOI: 10.3390/biom13010115] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2022] [Revised: 12/30/2022] [Accepted: 01/02/2023] [Indexed: 01/11/2023] Open
Abstract
This study characterizes the transcriptional profile and the cellular tumor microenvironment of conjunctival extranodal marginal zone lymphoma (EMZL) and identifies prognostically relevant biomarkers. Ten formalin-fixed and paraffin-embedded conjunctival EMZL and eight healthy conjunctival specimens were analyzed by Massive Analysis of cDNA Ends (MACE) RNA sequencing. The 3417 upregulated genes in conjunctival EMZL were involved in processes such as B cell proliferation and Rac protein signaling, whereas the 1188 downregulated genes contributed most significantly to oxidative phosphorylation and UV protection. The tumor microenvironment, as determined by deconvolution analysis, was mainly composed of multiple B cell subtypes which reflects the tumor's B cell lineage. However, several T cell types, including T helper 2 cells and regulatory T cells, as well as innate immune cell types, such as anti-inflammatory macrophages and plasmacytoid dendritic cells, were also strongly enriched in conjunctival EMZL. A 13-biomarker prognostic panel, including S100A8 and S100A9, classified ocular and extraocular tumor recurrence, exceeded prognostic accuracy of Ann Arbor and American Joint Committee on Cancer (AJCC) staging, and demonstrated prognostic value for patient survival in 21 different cancer types in a database of 12,332 tumor patients. These findings may lead to new options of targeted therapy and may improve prognostic prediction for conjunctival EMZL.
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Affiliation(s)
- Julian Wolf
- Eye Center, Medical Center, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
- Molecular Surgery Laboratory, Stanford University, Palo Alto, CA 94304, USA
- Department of Ophthalmology, Byers Eye Institute, Stanford University, Palo Alto, CA 94304, USA
| | - Thomas Reinhard
- Eye Center, Medical Center, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Rozina Ida Hajdu
- Eye Center, Medical Center, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
- Department of Ophthalmology, Semmelweis University, 1085 Budapest, Hungary
| | - Günther Schlunck
- Eye Center, Medical Center, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Claudia Auw-Haedrich
- Eye Center, Medical Center, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Clemens Lange
- Ophtha-Lab, Department of Ophthalmology, St. Franziskus Hospital, 48145 Münster, Germany
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7
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Wolf J, Lange C, Reinhard T, Schlunck G. [Next-generation sequencing in ophthalmology]. DIE OPHTHALMOLOGIE 2022; 119:1317-1328. [PMID: 36418561 DOI: 10.1007/s00347-022-01765-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 10/26/2022] [Indexed: 11/26/2022]
Abstract
New methods for basic research are finding their way into ophthalmology and expand the options for research, diagnostics and treatment. This article centers on the study of gene activity in cells and tissues by next-generation sequencing (NGS). Following a brief introduction to the basic principles of NGS, this article focuses on transcriptome analysis by RNA sequencing using examples from ophthalmology. The RNA sequencing provides a comprehensive and unbiased overview of gene activity in cells and tissues and thus forms an important foundation for generating new testable scientific hypotheses. It thus contributes to the in-depth characterization of pathological changes and supports the development of new diagnostic and therapeutic approaches.
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Affiliation(s)
- Julian Wolf
- Klinik für Augenheilkunde, Universitätsklinikum Freiburg, Killianstr. 5, 79106, Freiburg, Deutschland.,Medizinische Fakultät, Albert-Ludwigs-Universität Freiburg, Freiburg, Deutschland.,Byers Eye Institute, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Clemens Lange
- Klinik für Augenheilkunde, Universitätsklinikum Freiburg, Killianstr. 5, 79106, Freiburg, Deutschland.,Medizinische Fakultät, Albert-Ludwigs-Universität Freiburg, Freiburg, Deutschland.,Ophtha-Lab, Augenzentrum am St. Franziskus-Hospital, Münster, Deutschland
| | - Thomas Reinhard
- Klinik für Augenheilkunde, Universitätsklinikum Freiburg, Killianstr. 5, 79106, Freiburg, Deutschland.,Medizinische Fakultät, Albert-Ludwigs-Universität Freiburg, Freiburg, Deutschland
| | - Günther Schlunck
- Klinik für Augenheilkunde, Universitätsklinikum Freiburg, Killianstr. 5, 79106, Freiburg, Deutschland. .,Medizinische Fakultät, Albert-Ludwigs-Universität Freiburg, Freiburg, Deutschland.
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Li J, Tao T, Yu Y, Xu N, Du W, Zhao M, Jiang Z, Huang L. Expression profiling suggests the involvement of hormone-related, metabolic, and Wnt signaling pathways in pterygium progression. Front Endocrinol (Lausanne) 2022; 13:943275. [PMID: 36187094 PMCID: PMC9515788 DOI: 10.3389/fendo.2022.943275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/13/2022] [Accepted: 08/24/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Pterygium is an ocular surface disease that can cause visual impairment if it progressively invades the cornea. Although many pieces of research showed ultraviolet radiation is a trigger of pterygium pathological progress, the underlying mechanism in pterygium remains indistinct. METHODS In this study, we used microarray to evaluate the changes of transcripts between primary pterygium and adjacent normal conjunctiva samples in China. Then, we performed Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) functional enrichment analyses. Moreover, we constructed protein-protein interaction (PPI) and miRNA-mRNA regulatory networks to predict possible regulatory relationships. We next performed gene set enrichment analysis (GSEA) to explore the similarities and differences of transcripts between Asian studies from the Gene Expression Omnibus database. Furthermore, we took the intersection of differentially expressed genes (DEGs) with other data and identified hub genes of the development of pterygium. Finally, we utilized real-time quantitative PCR to verify the expression levels of candidate genes. RESULTS A total of 49 DEGs were identified. The enrichment analyses of DEGs showed that pathways such as the Wnt-signaling pathway and metabolism-related pathways were upregulated, while pathways such as hormone-related and transcription factor-associated pathways were downregulated. The PPI and miRNA-mRNA regulatory networks provide ideas for future research directions. The GSEA of selecting Asian data revealed that epithelial-mesenchymal transition and myogenesis existed in the pathology of pterygium in the Asian group. Furthermore, five gene sets (interferon-gamma response, Wnt beta-catenin signaling, oxidative phosphorylation, DNA repair, and MYC targets v2) were found only in our Chinese datasets. After taking an intersection between selecting datasets, we identified two upregulated (SPP1 and MYH11) and five downregulated (ATF3, FOS, EGR1, FOSB, and NR4A2) hub genes. We finally chose night genes to verify their expression levels, including the other two genes (SFRP2 and SFRP4) involved in Wnt signaling; Their expression levels were significantly different between pterygium and conjunctiva. CONCLUSIONS We consider hormone-related, metabolic, and Wnt signaling pathways may be important in the pathology of pterygium development. Nine candidate genes we identified deserve further study and can be potential therapeutic targets.
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Affiliation(s)
- Jiarui Li
- Department of Ophthalmology, Peking University People’s Hospital Eye diseases, and Optometry Institute, Beijing, China
- Beijing Key Laboratory of Diagnosis and Therapy of Retinal and Choroid Diseases, Peking University People’s Hospital, Beijing, China
- College of Optometry, Peking University Health Science Center, Beijing, China
| | - Tianchang Tao
- Department of Ophthalmology, Peking University People’s Hospital Eye diseases, and Optometry Institute, Beijing, China
- Beijing Key Laboratory of Diagnosis and Therapy of Retinal and Choroid Diseases, Peking University People’s Hospital, Beijing, China
- College of Optometry, Peking University Health Science Center, Beijing, China
| | - Yingying Yu
- Department of Ophthalmology, Peking University People’s Hospital Eye diseases, and Optometry Institute, Beijing, China
- Beijing Key Laboratory of Diagnosis and Therapy of Retinal and Choroid Diseases, Peking University People’s Hospital, Beijing, China
- College of Optometry, Peking University Health Science Center, Beijing, China
| | - Ningda Xu
- Department of Ophthalmology, Peking University People’s Hospital Eye diseases, and Optometry Institute, Beijing, China
- Beijing Key Laboratory of Diagnosis and Therapy of Retinal and Choroid Diseases, Peking University People’s Hospital, Beijing, China
- College of Optometry, Peking University Health Science Center, Beijing, China
| | - Wei Du
- Department of Ophthalmology, Peking University People’s Hospital Eye diseases, and Optometry Institute, Beijing, China
- Beijing Key Laboratory of Diagnosis and Therapy of Retinal and Choroid Diseases, Peking University People’s Hospital, Beijing, China
- College of Optometry, Peking University Health Science Center, Beijing, China
| | - Mingwei Zhao
- Department of Ophthalmology, Peking University People’s Hospital Eye diseases, and Optometry Institute, Beijing, China
- Beijing Key Laboratory of Diagnosis and Therapy of Retinal and Choroid Diseases, Peking University People’s Hospital, Beijing, China
- College of Optometry, Peking University Health Science Center, Beijing, China
| | - Zhengxuan Jiang
- Department of Ophthalmology, The Second Affiliated Hospital of Anhui Medical University, Hefei, China
- *Correspondence: Lvzhen Huang, ; Zhengxuan Jiang,
| | - Lvzhen Huang
- Department of Ophthalmology, Peking University People’s Hospital Eye diseases, and Optometry Institute, Beijing, China
- Beijing Key Laboratory of Diagnosis and Therapy of Retinal and Choroid Diseases, Peking University People’s Hospital, Beijing, China
- College of Optometry, Peking University Health Science Center, Beijing, China
- *Correspondence: Lvzhen Huang, ; Zhengxuan Jiang,
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