Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
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
_version_ 1785077064970272768
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
work_keys_str_mv AT santiagoclaytonp comparativeanalysisofsinglecellandsinglenucleusrnasequencinginarabbitmodelofretinaldetachmentrelatedproliferativevitreoretinopathy
AT gimmenmegany comparativeanalysisofsinglecellandsinglenucleusrnasequencinginarabbitmodelofretinaldetachmentrelatedproliferativevitreoretinopathy
AT luyuchen comparativeanalysisofsinglecellandsinglenucleusrnasequencinginarabbitmodelofretinaldetachmentrelatedproliferativevitreoretinopathy
AT mcnallymindam comparativeanalysisofsinglecellandsinglenucleusrnasequencinginarabbitmodelofretinaldetachmentrelatedproliferativevitreoretinopathy
AT duncanleightonh comparativeanalysisofsinglecellandsinglenucleusrnasequencinginarabbitmodelofretinaldetachmentrelatedproliferativevitreoretinopathy
AT creamertylerj comparativeanalysisofsinglecellandsinglenucleusrnasequencinginarabbitmodelofretinaldetachmentrelatedproliferativevitreoretinopathy
AT orzoleklindad comparativeanalysisofsinglecellandsinglenucleusrnasequencinginarabbitmodelofretinaldetachmentrelatedproliferativevitreoretinopathy
AT blackshawseth comparativeanalysisofsinglecellandsinglenucleusrnasequencinginarabbitmodelofretinaldetachmentrelatedproliferativevitreoretinopathy
AT singhmandeeps comparativeanalysisofsinglecellandsinglenucleusrnasequencinginarabbitmodelofretinaldetachmentrelatedproliferativevitreoretinopathy