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Serum molecular signature for proliferative diabetic retinopathy in Saudi patients with type 2 diabetes
PURPOSE: The risk of vision loss from proliferative diabetic retinopathy (PDR) can be reduced with timely detection and treatment. We aimed to identify serum molecular signatures that might help in the early detection of PDR in patients with diabetes. METHODS: A total of 40 patients with diabetes we...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Molecular Vision
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4902182/ https://www.ncbi.nlm.nih.gov/pubmed/27307695 |
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author | Pan, Jianbo Liu, Sheng Farkas, Michael Consugar, Mark Zack, Donald J. Kozak, Igor Arevalo, J. Fernando Pierce, Eric Qian, Jiang Al Kahtani, Eman |
author_facet | Pan, Jianbo Liu, Sheng Farkas, Michael Consugar, Mark Zack, Donald J. Kozak, Igor Arevalo, J. Fernando Pierce, Eric Qian, Jiang Al Kahtani, Eman |
author_sort | Pan, Jianbo |
collection | PubMed |
description | PURPOSE: The risk of vision loss from proliferative diabetic retinopathy (PDR) can be reduced with timely detection and treatment. We aimed to identify serum molecular signatures that might help in the early detection of PDR in patients with diabetes. METHODS: A total of 40 patients with diabetes were recruited at King Khaled Eye Specialist Hospital in Riyadh, Saudi Arabia, 20 with extensive PDR and 20 with mild non-proliferative diabetic retinopathy (NPDR). The two groups were matched in age, gender, and known duration of diabetes. We examined the whole genome transcriptome of blood samples from the patients using RNA sequencing. We built a model using a support vector machine (SVM) approach to identify gene combinations that can classify the two groups. RESULTS: Differentially expressed genes were calculated from a total of 25,500 genes. Six genes (CCDC144NL, DYX1C1, KCNH3, LOC100506476, LOC285847, and ZNF80) were selected from the top 26 differentially expressed genes, and a combinatorial molecular signature was built based on the expression of the six genes. The mean area under receiver operating characteristic (ROC) curve was 0.978 in the cross validation. The corresponding sensitivity and specificity were 91.7% and 91.5%, respectively. CONCLUSIONS: Our preliminary study defined a combinatorial molecular signature that may be useful as a potential biomarker for early detection of proliferative diabetic retinopathy in patients with diabetes. A larger-scale study with an independent cohort of samples is necessary to validate and expand these findings. |
format | Online Article Text |
id | pubmed-4902182 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Molecular Vision |
record_format | MEDLINE/PubMed |
spelling | pubmed-49021822016-06-15 Serum molecular signature for proliferative diabetic retinopathy in Saudi patients with type 2 diabetes Pan, Jianbo Liu, Sheng Farkas, Michael Consugar, Mark Zack, Donald J. Kozak, Igor Arevalo, J. Fernando Pierce, Eric Qian, Jiang Al Kahtani, Eman Mol Vis Research Article PURPOSE: The risk of vision loss from proliferative diabetic retinopathy (PDR) can be reduced with timely detection and treatment. We aimed to identify serum molecular signatures that might help in the early detection of PDR in patients with diabetes. METHODS: A total of 40 patients with diabetes were recruited at King Khaled Eye Specialist Hospital in Riyadh, Saudi Arabia, 20 with extensive PDR and 20 with mild non-proliferative diabetic retinopathy (NPDR). The two groups were matched in age, gender, and known duration of diabetes. We examined the whole genome transcriptome of blood samples from the patients using RNA sequencing. We built a model using a support vector machine (SVM) approach to identify gene combinations that can classify the two groups. RESULTS: Differentially expressed genes were calculated from a total of 25,500 genes. Six genes (CCDC144NL, DYX1C1, KCNH3, LOC100506476, LOC285847, and ZNF80) were selected from the top 26 differentially expressed genes, and a combinatorial molecular signature was built based on the expression of the six genes. The mean area under receiver operating characteristic (ROC) curve was 0.978 in the cross validation. The corresponding sensitivity and specificity were 91.7% and 91.5%, respectively. CONCLUSIONS: Our preliminary study defined a combinatorial molecular signature that may be useful as a potential biomarker for early detection of proliferative diabetic retinopathy in patients with diabetes. A larger-scale study with an independent cohort of samples is necessary to validate and expand these findings. Molecular Vision 2016-06-11 /pmc/articles/PMC4902182/ /pubmed/27307695 Text en Copyright © 2016 Molecular Vision. http://creativecommons.org/licenses/by-nc-nd/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited, used for non-commercial purposes, and is not altered or transformed. |
spellingShingle | Research Article Pan, Jianbo Liu, Sheng Farkas, Michael Consugar, Mark Zack, Donald J. Kozak, Igor Arevalo, J. Fernando Pierce, Eric Qian, Jiang Al Kahtani, Eman Serum molecular signature for proliferative diabetic retinopathy in Saudi patients with type 2 diabetes |
title | Serum molecular signature for proliferative diabetic retinopathy in Saudi patients with type 2 diabetes |
title_full | Serum molecular signature for proliferative diabetic retinopathy in Saudi patients with type 2 diabetes |
title_fullStr | Serum molecular signature for proliferative diabetic retinopathy in Saudi patients with type 2 diabetes |
title_full_unstemmed | Serum molecular signature for proliferative diabetic retinopathy in Saudi patients with type 2 diabetes |
title_short | Serum molecular signature for proliferative diabetic retinopathy in Saudi patients with type 2 diabetes |
title_sort | serum molecular signature for proliferative diabetic retinopathy in saudi patients with type 2 diabetes |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4902182/ https://www.ncbi.nlm.nih.gov/pubmed/27307695 |
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