Cargando…
RNA sequencing of corneas from two keratoconus patient groups identifies potential biomarkers and decreased NRF2-antioxidant responses
Keratoconus is a highly prevalent (1 in 2000), genetically complex and multifactorial, degenerative disease of the cornea whose pathogenesis and underlying transcriptomic changes are poorly understood. To identify disease-specific changes and gene expression networks, we performed next generation RN...
Autores principales: | , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7303170/ https://www.ncbi.nlm.nih.gov/pubmed/32555404 http://dx.doi.org/10.1038/s41598-020-66735-x |
_version_ | 1783547993511690240 |
---|---|
author | Shinde, Vishal Hu, Nan Mahale, Alka Maiti, George Daoud, Yassine Eberhart, Charles G. Maktabi, Azza Jun, Albert S. Al-Swailem, Samar A. Chakravarti, Shukti |
author_facet | Shinde, Vishal Hu, Nan Mahale, Alka Maiti, George Daoud, Yassine Eberhart, Charles G. Maktabi, Azza Jun, Albert S. Al-Swailem, Samar A. Chakravarti, Shukti |
author_sort | Shinde, Vishal |
collection | PubMed |
description | Keratoconus is a highly prevalent (1 in 2000), genetically complex and multifactorial, degenerative disease of the cornea whose pathogenesis and underlying transcriptomic changes are poorly understood. To identify disease-specific changes and gene expression networks, we performed next generation RNA sequencing from individual corneas of two distinct patient populations - one from the Middle East, as keratoconus is particularly severe in this group, and the second from an African American population in the United States. We conducted a case: control RNA sequencing study of 7 African American, 12 Middle Eastern subjects, and 7 controls. A Principal Component Analysis of all expressed genes was used to ascertain differences between samples. Differentially expressed genes were identified using Cuffdiff and DESeq2 analyses, and identification of over-represented signaling pathways by Ingenuity Pathway Analysis. Although separated by geography and ancestry, key commonalities in the two patient transcriptomes speak of disease - intrinsic gene expression networks. We identified an overwhelming decrease in the expression of anti-oxidant genes regulated by NRF2 and those of the acute phase and tissue injury response pathways, in both patient groups. Concordantly, NRF2 immunofluorescence staining was decreased in patient corneas, while KEAP1, which helps to degrade NRF2, was increased. Diminished NRF2 signaling raises the possibility of NRF2 activators as future treatment strategies in keratoconus. The African American patient group showed increases in extracellular matrix transcripts that may be due to underlying profibrogenic changes in this group. Transcripts increased across all patient samples include Thrombospondin 2 (THBS2), encoding a matricellular protein, and cellular proteins, GAS1, CASR and OTOP2, and are promising biomarker candidates. Our approach of analyzing transcriptomic data from different populations and patient groups will help to develop signatures and biomarkers for keratoconus subtypes. Further, RNA sequence data on individual patients obtained from multiple studies may lead to a core keratoconus signature of deregulated genes and a better understanding of its pathogenesis. |
format | Online Article Text |
id | pubmed-7303170 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-73031702020-06-22 RNA sequencing of corneas from two keratoconus patient groups identifies potential biomarkers and decreased NRF2-antioxidant responses Shinde, Vishal Hu, Nan Mahale, Alka Maiti, George Daoud, Yassine Eberhart, Charles G. Maktabi, Azza Jun, Albert S. Al-Swailem, Samar A. Chakravarti, Shukti Sci Rep Article Keratoconus is a highly prevalent (1 in 2000), genetically complex and multifactorial, degenerative disease of the cornea whose pathogenesis and underlying transcriptomic changes are poorly understood. To identify disease-specific changes and gene expression networks, we performed next generation RNA sequencing from individual corneas of two distinct patient populations - one from the Middle East, as keratoconus is particularly severe in this group, and the second from an African American population in the United States. We conducted a case: control RNA sequencing study of 7 African American, 12 Middle Eastern subjects, and 7 controls. A Principal Component Analysis of all expressed genes was used to ascertain differences between samples. Differentially expressed genes were identified using Cuffdiff and DESeq2 analyses, and identification of over-represented signaling pathways by Ingenuity Pathway Analysis. Although separated by geography and ancestry, key commonalities in the two patient transcriptomes speak of disease - intrinsic gene expression networks. We identified an overwhelming decrease in the expression of anti-oxidant genes regulated by NRF2 and those of the acute phase and tissue injury response pathways, in both patient groups. Concordantly, NRF2 immunofluorescence staining was decreased in patient corneas, while KEAP1, which helps to degrade NRF2, was increased. Diminished NRF2 signaling raises the possibility of NRF2 activators as future treatment strategies in keratoconus. The African American patient group showed increases in extracellular matrix transcripts that may be due to underlying profibrogenic changes in this group. Transcripts increased across all patient samples include Thrombospondin 2 (THBS2), encoding a matricellular protein, and cellular proteins, GAS1, CASR and OTOP2, and are promising biomarker candidates. Our approach of analyzing transcriptomic data from different populations and patient groups will help to develop signatures and biomarkers for keratoconus subtypes. Further, RNA sequence data on individual patients obtained from multiple studies may lead to a core keratoconus signature of deregulated genes and a better understanding of its pathogenesis. Nature Publishing Group UK 2020-06-18 /pmc/articles/PMC7303170/ /pubmed/32555404 http://dx.doi.org/10.1038/s41598-020-66735-x Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Shinde, Vishal Hu, Nan Mahale, Alka Maiti, George Daoud, Yassine Eberhart, Charles G. Maktabi, Azza Jun, Albert S. Al-Swailem, Samar A. Chakravarti, Shukti RNA sequencing of corneas from two keratoconus patient groups identifies potential biomarkers and decreased NRF2-antioxidant responses |
title | RNA sequencing of corneas from two keratoconus patient groups identifies potential biomarkers and decreased NRF2-antioxidant responses |
title_full | RNA sequencing of corneas from two keratoconus patient groups identifies potential biomarkers and decreased NRF2-antioxidant responses |
title_fullStr | RNA sequencing of corneas from two keratoconus patient groups identifies potential biomarkers and decreased NRF2-antioxidant responses |
title_full_unstemmed | RNA sequencing of corneas from two keratoconus patient groups identifies potential biomarkers and decreased NRF2-antioxidant responses |
title_short | RNA sequencing of corneas from two keratoconus patient groups identifies potential biomarkers and decreased NRF2-antioxidant responses |
title_sort | rna sequencing of corneas from two keratoconus patient groups identifies potential biomarkers and decreased nrf2-antioxidant responses |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7303170/ https://www.ncbi.nlm.nih.gov/pubmed/32555404 http://dx.doi.org/10.1038/s41598-020-66735-x |
work_keys_str_mv | AT shindevishal rnasequencingofcorneasfromtwokeratoconuspatientgroupsidentifiespotentialbiomarkersanddecreasednrf2antioxidantresponses AT hunan rnasequencingofcorneasfromtwokeratoconuspatientgroupsidentifiespotentialbiomarkersanddecreasednrf2antioxidantresponses AT mahalealka rnasequencingofcorneasfromtwokeratoconuspatientgroupsidentifiespotentialbiomarkersanddecreasednrf2antioxidantresponses AT maitigeorge rnasequencingofcorneasfromtwokeratoconuspatientgroupsidentifiespotentialbiomarkersanddecreasednrf2antioxidantresponses AT daoudyassine rnasequencingofcorneasfromtwokeratoconuspatientgroupsidentifiespotentialbiomarkersanddecreasednrf2antioxidantresponses AT eberhartcharlesg rnasequencingofcorneasfromtwokeratoconuspatientgroupsidentifiespotentialbiomarkersanddecreasednrf2antioxidantresponses AT maktabiazza rnasequencingofcorneasfromtwokeratoconuspatientgroupsidentifiespotentialbiomarkersanddecreasednrf2antioxidantresponses AT junalberts rnasequencingofcorneasfromtwokeratoconuspatientgroupsidentifiespotentialbiomarkersanddecreasednrf2antioxidantresponses AT alswailemsamara rnasequencingofcorneasfromtwokeratoconuspatientgroupsidentifiespotentialbiomarkersanddecreasednrf2antioxidantresponses AT chakravartishukti rnasequencingofcorneasfromtwokeratoconuspatientgroupsidentifiespotentialbiomarkersanddecreasednrf2antioxidantresponses |