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Comparative Analysis of Single-cell and Single-nucleus RNA-sequencing in a Rabbit Model of Retinal Detachment-related Proliferative Vitreoretinopathy
PURPOSE: Proliferative vitreoretinopathy (PVR) is the most common cause of failure of retinal reattachment surgery, and the molecular changes leading to this aberrant wound healing process are currently unknown. Our ultimate goal is to study PVR pathogenesis by employing single-cell transcriptomics...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10365955/ https://www.ncbi.nlm.nih.gov/pubmed/37496518 http://dx.doi.org/10.1016/j.xops.2023.100335 |
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author | Santiago, Clayton P. Gimmen, Megan Y. Lu, Yuchen McNally, Minda M. Duncan, Leighton H. Creamer, Tyler J. Orzolek, Linda D. Blackshaw, Seth Singh, Mandeep S. |
author_facet | Santiago, Clayton P. Gimmen, Megan Y. Lu, Yuchen McNally, Minda M. Duncan, Leighton H. Creamer, Tyler J. Orzolek, Linda D. Blackshaw, Seth Singh, Mandeep S. |
author_sort | Santiago, Clayton P. |
collection | PubMed |
description | PURPOSE: Proliferative vitreoretinopathy (PVR) is the most common cause of failure of retinal reattachment surgery, and the molecular changes leading to this aberrant wound healing process are currently unknown. Our ultimate goal is to study PVR pathogenesis by employing single-cell transcriptomics to dissect cellular heterogeneity. DESIGN: Here we aimed to compare single-cell RNA sequencing (scRNA-seq) and single-nucleus RNA-sequencing (snRNA-seq) of retinal PVR samples in the rabbit model. PARTICIPANTS: Unilateral induction of PVR lesions in rabbit eyes with contralateral eyes serving as controls. METHODS: Proliferative vitreoretinopathy was induced unilaterally in Dutch Belted rabbits. At different timepoints after PVR induction, retinas were dissociated into either cells or nuclei suspension and processed for scRNA-seq or snRNA-seq. MAIN OUTCOME MEASURES: Single cell and nuclei transcriptomic profiles of retinas after PVR induction. RESULTS: Single-cell RNA sequencing and snRNA-seq were conducted on retinas at 4 hours and 14 days after disease induction. Although the capture rate of unique molecular identifiers and genes were greater in scRNA-seq samples, overall gene expression profiles of individual cell types were highly correlated between scRNA-seq and snRNA-seq. A major disparity between the 2 sequencing modalities was the cell type capture rate, however, with glial cell types overrepresented in scRNA-seq, and inner retinal neurons were enriched by snRNA-seq. Furthermore, fibrotic Müller glia were overrepresented in snRNA-seq samples, whereas reactive Müller glia were overrepresented in scRNA-seq samples. Trajectory analyses were similar between the 2 methods, allowing for the combined analysis of the scRNA-seq and snRNA-seq data sets. CONCLUSIONS: These findings highlight limitations of both scRNA-seq and snRNA-seq analysis and imply that use of both techniques together can more accurately identify transcriptional networks critical for aberrant fibrogenesis in PVR than using either in isolation. FINANCIAL DISCLOSURE(S): Proprietary or commercial disclosure may be found after the references. |
format | Online Article Text |
id | pubmed-10365955 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-103659552023-07-26 Comparative Analysis of Single-cell and Single-nucleus RNA-sequencing in a Rabbit Model of Retinal Detachment-related Proliferative Vitreoretinopathy Santiago, Clayton P. Gimmen, Megan Y. Lu, Yuchen McNally, Minda M. Duncan, Leighton H. Creamer, Tyler J. Orzolek, Linda D. Blackshaw, Seth Singh, Mandeep S. Ophthalmol Sci Original Article PURPOSE: Proliferative vitreoretinopathy (PVR) is the most common cause of failure of retinal reattachment surgery, and the molecular changes leading to this aberrant wound healing process are currently unknown. Our ultimate goal is to study PVR pathogenesis by employing single-cell transcriptomics to dissect cellular heterogeneity. DESIGN: Here we aimed to compare single-cell RNA sequencing (scRNA-seq) and single-nucleus RNA-sequencing (snRNA-seq) of retinal PVR samples in the rabbit model. PARTICIPANTS: Unilateral induction of PVR lesions in rabbit eyes with contralateral eyes serving as controls. METHODS: Proliferative vitreoretinopathy was induced unilaterally in Dutch Belted rabbits. At different timepoints after PVR induction, retinas were dissociated into either cells or nuclei suspension and processed for scRNA-seq or snRNA-seq. MAIN OUTCOME MEASURES: Single cell and nuclei transcriptomic profiles of retinas after PVR induction. RESULTS: Single-cell RNA sequencing and snRNA-seq were conducted on retinas at 4 hours and 14 days after disease induction. Although the capture rate of unique molecular identifiers and genes were greater in scRNA-seq samples, overall gene expression profiles of individual cell types were highly correlated between scRNA-seq and snRNA-seq. A major disparity between the 2 sequencing modalities was the cell type capture rate, however, with glial cell types overrepresented in scRNA-seq, and inner retinal neurons were enriched by snRNA-seq. Furthermore, fibrotic Müller glia were overrepresented in snRNA-seq samples, whereas reactive Müller glia were overrepresented in scRNA-seq samples. Trajectory analyses were similar between the 2 methods, allowing for the combined analysis of the scRNA-seq and snRNA-seq data sets. CONCLUSIONS: These findings highlight limitations of both scRNA-seq and snRNA-seq analysis and imply that use of both techniques together can more accurately identify transcriptional networks critical for aberrant fibrogenesis in PVR than using either in isolation. FINANCIAL DISCLOSURE(S): Proprietary or commercial disclosure may be found after the references. Elsevier 2023-05-23 /pmc/articles/PMC10365955/ /pubmed/37496518 http://dx.doi.org/10.1016/j.xops.2023.100335 Text en © 2023 by the American Academy of Ophthalmology. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Original Article Santiago, Clayton P. Gimmen, Megan Y. Lu, Yuchen McNally, Minda M. Duncan, Leighton H. Creamer, Tyler J. Orzolek, Linda D. Blackshaw, Seth Singh, Mandeep S. Comparative Analysis of Single-cell and Single-nucleus RNA-sequencing in a Rabbit Model of Retinal Detachment-related Proliferative Vitreoretinopathy |
title | Comparative Analysis of Single-cell and Single-nucleus RNA-sequencing in a Rabbit Model of Retinal Detachment-related Proliferative Vitreoretinopathy |
title_full | Comparative Analysis of Single-cell and Single-nucleus RNA-sequencing in a Rabbit Model of Retinal Detachment-related Proliferative Vitreoretinopathy |
title_fullStr | Comparative Analysis of Single-cell and Single-nucleus RNA-sequencing in a Rabbit Model of Retinal Detachment-related Proliferative Vitreoretinopathy |
title_full_unstemmed | Comparative Analysis of Single-cell and Single-nucleus RNA-sequencing in a Rabbit Model of Retinal Detachment-related Proliferative Vitreoretinopathy |
title_short | Comparative Analysis of Single-cell and Single-nucleus RNA-sequencing in a Rabbit Model of Retinal Detachment-related Proliferative Vitreoretinopathy |
title_sort | comparative analysis of single-cell and single-nucleus rna-sequencing in a rabbit model of retinal detachment-related proliferative vitreoretinopathy |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10365955/ https://www.ncbi.nlm.nih.gov/pubmed/37496518 http://dx.doi.org/10.1016/j.xops.2023.100335 |
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