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IFI44L and C1QTNF5 as promising biomarkers of proliferative diabetic retinopathy

Proliferative diabetic retinopathy (PDR) is a world-wide leading cause of blindness among adults and may be associated with the influence of genetic factors. It is significant to search for genetic biomarkers of PDR. In our study, we collected genomic data about PDR from gene expression omnibus (GEO...

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Detalles Bibliográficos
Autores principales: Shang, Mingxin, Zhang, Yao, Zhang, Tongtong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Lippincott Williams & Wilkins 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9704899/
https://www.ncbi.nlm.nih.gov/pubmed/36451477
http://dx.doi.org/10.1097/MD.0000000000031961
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author Shang, Mingxin
Zhang, Yao
Zhang, Tongtong
author_facet Shang, Mingxin
Zhang, Yao
Zhang, Tongtong
author_sort Shang, Mingxin
collection PubMed
description Proliferative diabetic retinopathy (PDR) is a world-wide leading cause of blindness among adults and may be associated with the influence of genetic factors. It is significant to search for genetic biomarkers of PDR. In our study, we collected genomic data about PDR from gene expression omnibus (GEO) database. Differentially expressed gene (DEG) analysis and weighted gene co-expression network analysis (WGCNA) were carried out. The gene module with the highest gene significance (GS) was defined as the key module. Hub genes were identified by Venn diagram. Then we verified the expression of hub genes in validation data sets and built a diagnostic model by least absolute shrinkage and selection operator (LASSO) regression. Enrichment analysis, including gene ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), gene set enrichment analysis (GSEA) and construction of a protein–protein interaction (PPI) network were conducted. In GSE60436, we identified 466 DEGs. WGCNA established 14 gene modules, and the blue module (GS = 0.64), was the key module. Interferon (IFN)-induced protein 44-like (IFI44L) and complement C1q tumor necrosis factor-related protein 5 (C1QTNF5) were identified as hub genes. The expression of hub genes in GEO datasets was verified and a diagnostic model was constructed by LASSO as follows: index = IFI44L * 0.0432 + C1QTNF5 * 0.11246. IFI44L and C1QTNF5 might affect the disease progression of PDR by regulating metabolism-related and inflammatory pathways. IFI44L and C1QTNF5 may play important roles in the disease process of PDR, and a LASSO regression model suggested that the 2 genes could serve as promising biomarkers of PDR.
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spelling pubmed-97048992022-11-29 IFI44L and C1QTNF5 as promising biomarkers of proliferative diabetic retinopathy Shang, Mingxin Zhang, Yao Zhang, Tongtong Medicine (Baltimore) 5800 Proliferative diabetic retinopathy (PDR) is a world-wide leading cause of blindness among adults and may be associated with the influence of genetic factors. It is significant to search for genetic biomarkers of PDR. In our study, we collected genomic data about PDR from gene expression omnibus (GEO) database. Differentially expressed gene (DEG) analysis and weighted gene co-expression network analysis (WGCNA) were carried out. The gene module with the highest gene significance (GS) was defined as the key module. Hub genes were identified by Venn diagram. Then we verified the expression of hub genes in validation data sets and built a diagnostic model by least absolute shrinkage and selection operator (LASSO) regression. Enrichment analysis, including gene ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), gene set enrichment analysis (GSEA) and construction of a protein–protein interaction (PPI) network were conducted. In GSE60436, we identified 466 DEGs. WGCNA established 14 gene modules, and the blue module (GS = 0.64), was the key module. Interferon (IFN)-induced protein 44-like (IFI44L) and complement C1q tumor necrosis factor-related protein 5 (C1QTNF5) were identified as hub genes. The expression of hub genes in GEO datasets was verified and a diagnostic model was constructed by LASSO as follows: index = IFI44L * 0.0432 + C1QTNF5 * 0.11246. IFI44L and C1QTNF5 might affect the disease progression of PDR by regulating metabolism-related and inflammatory pathways. IFI44L and C1QTNF5 may play important roles in the disease process of PDR, and a LASSO regression model suggested that the 2 genes could serve as promising biomarkers of PDR. Lippincott Williams & Wilkins 2022-11-25 /pmc/articles/PMC9704899/ /pubmed/36451477 http://dx.doi.org/10.1097/MD.0000000000031961 Text en Copyright © 2022 the Author(s). Published by Wolters Kluwer Health, Inc. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License 4.0 (CCBY) (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle 5800
Shang, Mingxin
Zhang, Yao
Zhang, Tongtong
IFI44L and C1QTNF5 as promising biomarkers of proliferative diabetic retinopathy
title IFI44L and C1QTNF5 as promising biomarkers of proliferative diabetic retinopathy
title_full IFI44L and C1QTNF5 as promising biomarkers of proliferative diabetic retinopathy
title_fullStr IFI44L and C1QTNF5 as promising biomarkers of proliferative diabetic retinopathy
title_full_unstemmed IFI44L and C1QTNF5 as promising biomarkers of proliferative diabetic retinopathy
title_short IFI44L and C1QTNF5 as promising biomarkers of proliferative diabetic retinopathy
title_sort ifi44l and c1qtnf5 as promising biomarkers of proliferative diabetic retinopathy
topic 5800
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9704899/
https://www.ncbi.nlm.nih.gov/pubmed/36451477
http://dx.doi.org/10.1097/MD.0000000000031961
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